Archive for Dairy-beef profitability

The Six-Figure Execution Leak Happening on Most Dairies: Broken Protocols, Heifer Costs, and Dairy‑Beef Checks

If your best employee can’t hit the protocol, your farm has a six‑figure problem — not a training issue.

Executive Summary: In a heifer‑short, dairy‑beef market where it costs US$2,094–2,607 to raise a replacement, and day‑old beef‑on‑dairy calves can bring about US$1,400, sloppy execution has turned into a six‑figure problem for many dairies. This article uses McCarty Family Farm’s “top half only” genomic rule to show what happens when breeding, colostrum, and culling decisions actually match the math instead of the emotion. Data from MSU, Taiwanese sire‑checks, and large‑herd audits make the leak obvious: only 36% of farms hit FTPI targets, 27.78% of recorded sires are wrong, and even small timing errors in Double‑Ovsynch leave roughly a quarter of cows off‑protocol. From there, you get four concrete paths — harder genomic cutoffs with heifer‑inventory guardrails, redesigning impossible protocols instead of retraining, tracking results by person, and treating consistency as infrastructure — plus the trade‑offs on each. The summary farm‑level math on RPO, stall value, STP, and calf checks gives you simple “run your own numbers” thresholds so you can decide when to breed dairy, breed beef, or ship a cow based on what that stall can really earn over the next 12–24 months.

dairy herd management protocols

The most expensive execution gap on your dairy isn’t your semen bill, your ration, or even the latest heifer price spike. It’s the distance between what your protocols say and what actually happens when someone is standing in front of a cow with the wrong straw in his hand. In a heifer‑short, dairy‑beef world where total raising cost runs US$2,094–US$2,607 per heifer on many U.S. farms and can approach US$2,900 in higher‑cost systems, while top dairy‑beef calves in strong programs are bringing around US$1,400 per head, that gap adds up fast. 

McCarty Family Farm in Kansas reports, based on its own records, that it has genomically tested more than 75,000 females since 2018. Their rule is brutally simple: the top half of the breeding herd creates the next generation, the bottom half goes to beef — regardless of age or stage. Applied consistently across breeding, colostrum, and culling, that kind of discipline can drive a six‑figure annual swing in profitability for larger herds compared to “raise every heifer” systems once you factor in stall value, heifer cost, and dairy‑beef calf prices. 

If you’re running genomics, dairy‑beef, or both, this isn’t theory. This is your milk cheque, your replacement pipeline, and your risk exposure for 2024–2026. 

Only 36% of Farms Hit Their Colostrum Targets

Back in 2016, Michigan State University Extension and collaborators looked at the failure of passive transfer (FTPI) and colostrum management on 50 Michigan dairy farms. Only 18 of those 50 farms (36%) hit the industry goal of less than 10% FTPI, meaning at least 90% of calves achieved successful passive transfer. That left 32 farms missing the target, and on six of those herds, half or more of the calves failed. These weren’t wrecks. They were farms that thought their colostrum program worked. 

You see the same pattern in breeding records. A 2022 SNP‑based sire‑verification study from Taiwan checked 2,059 cows on 36 dairy farms and found that 27.78% of recorded sires were incorrect — wrong bull codes, wrong storage location, or recording errors. In other words, more than one in four matings went to a different bull than the records claimed. 

Semen handling has its own quiet leak. Extension and A.I. handling guidelines generally recommend that sexed semen be deposited within about 10 minutes of thawing to protect fertility. On a busy timed‑AI morning with 40–80 cows, that window gets stretched more often than anyone likes to admit. 

Feed isn’t immune. Nutritionists will tell you there are three rations on every dairy: the ration on paper, the ration delivered, and the ration cows actually consume. Forage dry matter swings, over‑mixing that chews up effective fiber, and real intakes drifting several percentage points from the estimate are common. A lot of the math you use on feed cost and income over feed cost still assumes a ration that your cows never really eat. 

This isn’t a “people don’t care” problem. It’s a “protocols don’t fit reality” problem. 

The Retraining Fallacy

Here’s the default move that quietly costs you: a protocol misses its target, so you schedule more training. Another meeting. Another sign. 

But when the same protocol keeps failing after you’ve retrained more than twice, you’re almost never looking at a knowledge problem. You’re looking at work that simply can’t be done the way it’s written. 

MSU’s colostrum work shares a good example from the maternity pen. Feeders in one herd were expected to check calving progress every 30 minutes, in addition to cleaning stalls, processing newborns, and treating sick cows. On paper, that looks like “best practice.” On a rough day, it’s physically impossible. 

There’s a sharper question than “Who screwed up?” Ask this instead: Does your best employee also struggle with this protocol? If the person you trust most can’t hit it consistently, the protocol is broken—not them. At that point, more training isn’t a solution. It’s self‑deception. 

And if you’ve watched a good A.I. tech or feeder drowning in a pile of “must‑do” tasks, you’ve seen exactly how that plays out. 

“If your best employee can’t hit the protocol, the protocol — not the person — is broken.” 

The 13% Colostrum Gap You Don’t See Until You Measure It

At one large U.S. dairy, a retrospective review of colostrum results showed that an employee measured serum total protein (STP) using a simple refractometer. Same herd, same colostrum, same written protocol — just different people doing the work. 

  • One feeder averaged 6.0 g/dL STP.
  • Another averaged 5.3 g/dL STP. 

On that farm, that’s roughly a 13% performance gap between 6.0 g/dL “excellent” results and 5.3 g/dL borderline passive transfer. The only real difference was who mixed and fed the colostrum.

Economically, FTPI is a slow bleed. Calves with FTPI have higher morbidity and mortality, weaker pre‑weaning growth, and higher treatment costs. Some never reach first calving. Others enter the milking string and never deliver the production their genetics suggest they can. Spread that 13% gap over a few hundred calves, and you’re looking at a five‑figure cost that never shows up as a separate line on the milk cheque. 

Now layer in dairy‑beef. A 2025 Purina/CattleFax analysis put average day‑old dairy‑beef calves around US$1,400, up from roughly US$650 three years earlier — more than double in a short window. Hoard’s Dairyman has been blunt that dairy‑beef calf prices are “breaking records” at many U.S. sales. A calf that ships at three days old with poor passive transfer is more likely to get sick, die, or need heavy treatment, and those problems pull down the prices buyers are willing to pay. 

Colostrum research from MSU, Wisconsin, and others all point the same way: what you did with colostrum this morning is one of the main predictors of that heifer’s health and productivity down the road. If you haven’t pulled STP by employee lately, you’re relying on a farm average that might be hiding your weakest link. 

Where Good Breeding Programs Quietly Go Sideways

On paper, your breeding plan might be elite. Genomics. Customized matings. Sexed semen on your best heifers. Beef semen on the bottom half. 

But if the wrong semen ends up in the cow, or the right straw gets mishandled, the whole thing quietly falls apart. 

The Taiwanese SNP‑based sire‑verification study puts hard numbers to that risk: 27.78% of recorded sires were wrong across 36 herds and 2,059 cows. That’s not a rounding error. That’s more than one in four cows with a different sire than your records say. 

Here’s where the leaks show up on‑farm:

  • Tank chaos. Straws from multiple bulls share a goblet. The breeder fishes for the right code with the canister too high in the neck, exposing every straw they aren’t using to warm air. Semen‑handling guides warn that when liquid nitrogen depth drops below about 6 inches, the temperature in the neck can rise sharply; straws left above the frost line quickly take damage. Late nights, cramped spaces, and tanks tucked into corners all make it easier to stay above the frost line longer than you should. 
  • Service‑number blind spots. Your plan says: sexed dairy for first and second service, beef from third service on. But if service numbers aren’t updated promptly, the person with the gun can’t follow the plan, no matter how good the spreadsheet looks. 
  • Synchronization drift. Double‑Ovsynch is powerful — six injections, tight timing, strong conception when done right. Do the math: at just a 5% error rate per shot, the chance of a cow receiving all six injections correctly is about 74%, because 0.95 6 ≈ 0.735. That means roughly a quarter of your herd is on some other version of the protocol than you think. 

The herds that consistently post top‑end reproduction numbers almost always share one habit: the same person both breeds and records, backed by a setup that makes the right straw easy and the wrong straw hard. Every handoff — between people, between shifts, between paper and software — is another leak you have to pay for. 

Why That 95‑Pound Cow Is Still Standing in Your Barn

McCarty’s “top half only” rule sounds ruthless until you stand in front of a cow who’s right on the bubble. 

Picture a second‑lactation cow giving 95 pounds, sitting in your bottom‑third genomically. On your genetic ranking, she’s an easy cull. In the parlor, she looks like money. Human brains are wired to value today’s visible rewards — that full unit of milk — more than abstract, future gains like a higher‑merit daughter calving in three years. 

Culling work backs this up. Dairy Herd Management’s 2024 review of USDA/NAHMS data shows that about 70% of cows leave the herd within their first three lactations, and the average productive life is just 2.7 lactations. That same piece notes it takes more than three lactations to recoup roughly US$2,000 in raising cost. In other words, the “she hasn’t paid herself off yet” argument doesn’t hold up for most cows — they’re likely to leave before that point anyway. 

This is where Retention Pay‑Off (RPO) earns its keep. RPO is the expected profit difference between keeping a cow versus replacing her in that stall. That 95‑pound cow might be cash‑positive day to day. But if a replacement would generate US$2.40/day more in the same stall, you’re effectively giving up US$2.40/day by keeping her. Over 200 days, that’s US$480 in missed profit per stall. The cow isn’t necessarily losing money — she’s just blocking a more profitable animal from using that space. 

Recent reports show that average U.S. raising cost at US$2,355 per head, with most farms between US$2,094 and US$2,607. Other cost‑of‑raising work shows some systems pushing near US$2,900 per heifer. With those numbers and a 2.7‑lactation average productive life, hanging onto every decent cow just because she’s milking OK is usually the more expensive choice, not the safer one. 

So the real money question isn’t “Is she still paying for herself?” It’s: “What’s the best use of this stall over the next 12–24 months?”

Four Practical Paths to Close the Execution Gap — and Protect Profit

You don’t close this gap with a nicer poster or one more meeting. You close it by picking an approach that fits your people and facilities, then building systems that still hold together on the worst days. 

Path 1: Genomic Ranking With Hard Cutoffs

When it fits.
You’re already genomic‑testing, you’ve got more heifers than you absolutely need, and you’re willing to let numbers overrule emotion when it comes to who gets dairy semen versus beef. 

What it takes.

  • Genomic tests running roughly US$40–US$50 per head in many programs. 
  • Software and discipline to rank animals, keep that list current, and get it in front of whoever is breeding. 
  • A clear rule: top 40–60% by index get dairy semen, the rest get beef. No exceptions. 

Where it bites back.
CoBank’s August 2025 analysis — echoed by Hoard’s Dairyman and other outlets — projects U.S. replacement heifer inventories hitting a 20‑year low, dropping by roughly 800,000 head before they start rebounding in 2027. Fresh heifer prices “vaulted far into record territory” in spring 2025, with baseline pregnant heifers averaging about US$2,870 and premium groups fetching “upward of US$4,000” per head. Over‑culling in that environment can easily push you into US$3,000–US$4,000 heifer purchases just to refill stalls. If your replacement inventory isn’t at least 10–15% aboveminimum needs, going full “top half only” overnight is asking for trouble. 

Phone‑friendly takeaway: Use genomics to steer dairy vs. beef, but only go harsh on the bottom half if you’ve clearly got a 10–15% replacement surplus and you’re truly comfortable buying heifers at US$3,000+ if you mis‑judge it. 

Path 2: Redesign the System Before You Rewrite the Protocol

When it fits.
You’ve already retrained a protocol two or three times, and you’re still not seeing the results move. Your best employees are missing steps or improvising on the fly. 

What it takes.

  • A blunt look at time and motion: can one person actually do what you’re asking on a bad day?
  • A shorter list of critical steps that really move the needle (for colostrum, that usually means timing, volume, and quality at the first and second feeds). 
  • Tools that remove choices: organized semen racks, simple color‑coding, auto‑ID checks, and checklists that must be signed off. 

Where it bites back.
You can absolutely overcorrect and strip out tasks that genuinely pay — like a documented second colostrum feeding — in the name of simplicity. The sweet spot is the simplest protocol that still pays, given your milk price, calf value, and labor cost. 

Phone‑friendly takeaway: If your best person can’t hit the protocol, shorten it until they can. Then, only add back steps that clearly improve profit. 

Path 3: Track Results by Person, Not Just Herd

When it fits.
You know there are good days and bad days, but you’re not sure where the swings are coming from. 

What it takes.

  • STP by calf feeder for the next 30–60 days. 
  • Conception rate and pregnancy risk by A.I. technician and by protocol (e.g., Double‑Ovsynch vs. natural heats). 
  • Protocol completion rates by shift for things like second colostrum feeds, vaccines, and synchronization shots. 

The Michigan colostrum work and that large‑herd STP example both show it: the gap between “excellent” and “fair” passive transfer can sit almost entirely in who mixes and feeds colostrum. 

Where it bites back.
If you jump straight from data to blame, you’ll destroy trust. The order has to be:

  1. Check whether they had the time, tools, and information.
  2. Fix those gaps.
  3. Then, coach, reassign, or change staffing if you still see the same pattern. 

Phone‑friendly takeaway: Use the numbers to identify friction points and training needs—not to pin everything on one person. 

Path 4: Treat Consistency as Infrastructure

When it fits.
Every operation, regardless of size or system. 

What it takes.

  • Written, non‑negotiable checklists for key jobs (colostrum, transition cows, breeding, semen tank handling). 
  • Documented second colostrum feeding where your disease risk and calf value justify the extra pass. 
  • Scheduled mixer‑wagon calibrations and forage dry‑matter checks so your ration on paper stays close to the ration in the bunk. 
  • Feeding times that stay within a tight window day after day to smooth out intakes. 

Where it bites back.
Consistency without review can lock you into executing a plan that no longer fits 2024–2026 economics. Feed prices, calf values, and heifer costs have all moved since 2020. Consistency has to be paired with regular “does this still make money?” checks. 

Phone‑friendly takeaway: Lock in consistency for the handful of jobs that really drive calf health, conception, and stall value — then put a date on the calendar to re‑run the math. 

Running the Numbers: Dairy‑Beef Calves vs. Raising Replacements

ScenarioRaise as Dairy ReplacementSell as Dairy‑Beef Calf
Raising costUS$2,094–US$2,607 per heifer on typical U.S. farms; some systems near US$2,900≈US$50–US$75 in first‑week costs
Forgone dairy‑beef sale≈US$1,400/calf (recent U.S. average in strong programs)N/A
Total exposure per headRoughly US$3,250–US$4,350 (raising cost + forgone calf sale)≈US$75
ReturnDepends on genetics, health, and reaching 3+ lactations; average life ≈2.7 lactations≈US$1,400 day‑old income in active programs
Break‑even requiresMore than 3 lactations to recoup the raising costEssentially week one

Exact numbers depend on your region and marketing channel. Recent U.S. commentary shows day‑old dairy‑beef calves averaging around US$1,400, with some lots higher and some lower, while straight Holstein bull calves still trail by several hundred dollars. 

This isn’t a blanket order to stop raising heifers. It’s a reminder that every “just in case” heifer carries a real opportunity cost in a heifer‑short, dairy‑beef world. 

Regional Sidebar: Calf and Heifer Prices Outside the U.S.

If you’re reading this from outside the U.S., the exact dollar or euro values look different. But the pattern is starting to feel very familiar. 

  • Canada.
    Manitoba and national beef‑market reviews for 2024–2025 point to stronger calf prices lifted by tighter beef cow inventories. At the dairy end, Ontario auction reports show fresh milk cows and bred heifers trading in the C$3,000–C$4,400 range at selected sales, with individual top cows over C$5,000 and quality springers frequently around C$3,000–C$3,800, while open heifers often fall in the C$1,500–C$2,250 band. That’s not a national average, but it’s a clear signal that replacements aren’t cheap. 
  • European Union (example: Ireland and Denmark).
    In June 2025, the Irish Farmers Journal reported that Friesian bull calf averages jumped to €209, nearly three times the roughly €67 average a year earlier, while Angus and Hereford dairy‑beef calves were regularly trading in the mid‑€200s to mid‑€300s. Teagasc’s mid‑2025 update noted that €500–€700 for very strong dairy‑beef calves had become “the new normal” for the top of the trade in some rings. In Denmark, there is a national calf‑pricing scheme where a 60 kg Holstein x beef calf earns about €100, plus bonuses that can add another €100 for the best male calves. 

The exact dollar or euro values are different, but the pattern is similar: stronger beef prices and constrained replacement supplies are lifting both dairy‑beef calf values and in‑calf heifer prices in Canada and parts of Europe. The stall‑value and opportunity‑cost questions in this article still apply — you just need to plug in your local calf and heifer prices. 

The Execution Cost in One Table

Leak PointStatistical FrequencyEconomic Impact (per event)
Incorrect sire recording27.78% of cows had a wrong recorded sire in one Taiwanese datasetLoss of expected genetic gain; weaker matings; less reliable proofs 
Colostrum execution (STP)13% performance gap between 6.0 g/dL and 5.3 g/dL by an employee on one large herdHigher morbidity and mortality, more treatments, and lost milk in the first lactation 
Timed‑AI protocol errors5% error per shot ≈ , 26% of cows missing at least one of six Double‑Ovsynch injectionsMore open cows, longer calving intervals, fewer high‑value dairy pregnancies 
Culling delay (RPO)N/A (herd‑specific)Example: ≈US$480 missed profit per stall over 200 days at US$2.40/day lost opportunity 

Signals to Watch Over the Next 24–36 Months

Your own execution data.

If you want to know where your biggest leaks are:

  • Pull STP distributions by feeder for the next 30–60 days. 
  • Track conception and pregnancy risk by technician and by protocol type. 
  • Audit how many cows actually complete full synchronization protocols and second colostrum feeds. 

Until you see those numbers by person and protocol, you’re guessing where your execution gap really sits. 

Replacement pipeline stress.

CoBank’s August 2025 report predicts that: U.S. replacement heifers are expected to hit a 20‑year low, with an ~800,000‑head reduction before inventories start to rebuild in 2027. Heifer prices have already “vaulted far into record territory,” with baseline bred heifers near US$2,870 and premium groups “upward of US$4,000.” Any aggressive culling or dairy‑beef plan has to start with an honest count of how many replacements you have and how many you really need. 

Dairy‑beef premium durability.

Dairy‑beef calves are benefiting from tight beef supplies and expanded fed‑beef capacity. CoBank’s outlook suggests 2027 as a likely turning point in the heifer cycle, and broader beef‑market work points to eventual easing of the tightest supply conditions. That doesn’t mean the bottom falls out, but it does mean the easiest premiums can narrow. Herds with consistently low FTPI and strong calf health should stay at the top of the dairy‑beef market even when everyone else starts catching up. 

What This Means for Your Operation

  • If your best person can’t hit a protocol, stop retraining and start redesigning. Before the next “training session,” audit the time, tools, and information they actually have. If the protocol doesn’t fit reality, fix the protocol—not the person. 
  • Audit colostrum by person, not just herd average. If STP by employee shows a spread of 0.5–1.0 g/dL, you’ve got an execution gap that will come back at you in treatment costs, death loss, and weak first‑lactation cows. 
  • Run RPO, not emotions, on your bottom third. When a cow’s projected daily profit is clearly below what a replacement could do in that stall — and your heifer inventory is solid — it’s time to let her go, even if her current milk looks good. 
  • Use genomic ranks to control who gets dairy semen, but only as aggressive as your replacement math allows. If your replacement count isn’t at least 10–15% above minimum needs, phase in hard cutoffs instead of flipping the switch to “top half only” overnight. 
  • Treat dairy‑beef as a serious margin tool, not a fad. It only really pays if your colostrum and calf care are strong enough to deliver high‑value calves consistently. If FTPI is shaky, fix that first before you chase top‑tier calf checks. 
  • Spend time in the parlor and by the tank. Watch how IDs are read, how long the canister stays in the neck, and how often people hunt for the right straw above the frost line. The cheapest fixes usually hide in daily habits, not in new technology. 

Key Takeaways

  • Execution gaps — not genetics or feed alone — may be one of the biggest hidden costs on modern dairies, once you line up the FTPI data, sire‑error rates, and heifer economics against what you thought your protocols were delivering. 
  • Only 36% of the 50 Michigan farms in a major colostrum project actually met passive transfer goals, even though most believed their routines were solid. Until you track STP by person, you honestly don’t know where your farm sits. 
  • When you’ve retrained a protocol twice, and results haven’t moved, the problem is almost always the system — not the people. Redesign the work, remove failure points, and then retrain with a protocol that fits real‑world conditions. 
  • Retention Pay‑Off and stall opportunity cost matter more than whether a cow is “still paying for herself” on paper, especially when 70% of cows leave before three lactations and the average heifer raising cost sits around US$2,355 per head. 
  • Tight heifer inventories and record dairy‑beef calf values make poor execution more expensive than ever.In 2024–2026, every protocol miss has the potential to waste a historically valuable calf and a historically valuable stall. 

The Bottom Line

The herds that win over the next few years won’t be the ones with the fanciest protocols in a binder. They’ll be the ones that build simple, durable systems their people can hit on the worst days, not just the best. 

If you pulled your numbers tomorrow, which protocol would look the worst — and what’s your plan to rebuild it before it costs you another year? 

Complete references and supporting documentation are available upon request by contacting the editorial team at editor@thebullvine.com.

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Beef-Cross Alert: Early BRD Cuts Marbling 7% Even After Full Recovery

36% of your calves fail passive transfer. Each one loses marbling potential worth $200-300—permanently.

EXECUTIVE SUMMARY: That healthy-looking beef-cross calf that recovered from early sickness? It’s already lost $200-300 in value—permanently. Penn State’s new research tracking 143 calves proves early BRD reduces marbling by 7%, even after complete weight recovery. The stark reality: zero BRD calves achieved Prime grade, compared with seven healthy calves. The damage occurs during days 150-250 of life when marbling cells form; miss this window, and no amount of feeding can fix it. With 36% of calves failing passive transfer and beef-cross revenue reaching six figures annually, these hidden losses demand attention. Three simple interventions—$100 colostrum testing, holding calves for 7-10 days before shipping, and enhanced early nutrition—can save $5,000-7,500 per 100 calves per year.

Beef-on-dairy profitability

You know that relief when a sick calf turns the corner—starts eating again, brightens up, begins gaining weight like nothing happened? It’s one of those moments that reminds us why we do what we do. But here’s what’s interesting: emerging research suggests these apparent recoveries might not tell the whole story.

I recently had the opportunity to review preliminary findings from Penn State University that made me rethink respiratory disease in beef-cross calves. Graduate student Ingrid Fernandes and her team tracked 143 calves from two Pennsylvania dairies all the way through to slaughter. What they found—presented at the 2024 American Dairy Science Association meeting and currently undergoing peer review—was that calves with early respiratory disease showed about 7% lower marbling scores at slaughter, even though they’d completely recovered their weight.

Now, I’ll be honest—this specific research is still awaiting publication. But what struck me is how it aligns with what we already know about inflammatory responses and fat cell development from decades of established science. The biological mechanisms make sense, and that’s worth considering as we think about managing these increasingly valuable calves.

The Current Reality with Beef-Cross Calves

Let’s talk about what’s happening on farms right now. If you’re like most producers I speak with—whether in California’s Central Valley or here in Wisconsin—beef-cross calves have become a pretty significant revenue stream. The transformation over the past five years has been remarkable.

According to industry reports, beef semen sales to dairy farms are up substantially year-over-year. Some regions are seeing beef semen used in 35% to 50% of breedings, with progressive operations pushing even higher. That’s a huge shift from where we were just a few years ago.

Beef-on-dairy has exploded from a $100 afterthought to a $1,400 revenue driver—but only producers with quality management capture top premiums

Think about it this way: a 500-cow dairy breeding 40% to beef generates roughly 100 crossbred calves annually. At current market values—and you know these prices better than anyone—we’re talking about revenue streams often reaching six figures. That’s meaningful money when margins are tight.

What concerns me is the potential for hidden losses we can’t see. The National Animal Health Monitoring System’s most recent dairy study shows respiratory disease affects somewhere between 22% and 37% of calves, depending on management and region. These percentages can vary significantly—operations in dry climates may see lower baseline BRD rates, while humid regions often struggle more.

With more than one in three calves failing passive transfer, dairy producers are unknowingly hemorrhaging thousands in hidden marbling losses before calves even leave the farm

When you combine that with emerging research on the impacts of marbling… well, the numbers add up quickly.

ECONOMIC IMPACT AT A GLANCE Based on Penn State preliminary findings and current market conditions:

For a 100-Calf Operation:

  • Assume 25% BRD incidence (25 calves affected)
  • Potential marbling loss: $200-300 per affected calf
  • Annual hidden loss: $5,000-7,500

Comprehensive Management Investment:

  • Enhanced colostrum protocols: $5/calf
  • Extended pre-transport holding: $40/calf
  • Improved nutrition program: $30-35/calf
  • Total investment: $7,500-8,000 per 100 calves

Break-even point: Preventing BRD in just 20-30% of at-risk calves

What We Know About the Biology

Here’s where the science gets interesting—and actually pretty well-established. Researchers like Dr. Min Du at Washington State University have spent years documenting how fat cells develop in cattle muscle. There’s this critical window, roughly 150 to 250 days of age, when intramuscular adipocytes—those are the fat cells that create marbling—are actually forming.

The marbling window (days 150-250) is beef-cross calves’ one shot at forming intramuscular fat cells—BRD during this period causes permanent, unfixable damage

After that window closes? You can make existing fat cells bigger through feeding, but you can’t create new ones. It’s a one-shot deal.

Now, what happens when a calf gets respiratory disease during this window? The inflammatory response—all those cytokines the immune system produces to fight infection—essentially shuts down fat cell formation. Even after the calf recovers, gains weight normally, looks perfect… those fat cells that should’ve formed during the illness just aren’t there.

The Penn State team documented exactly this pattern. Their BRD-affected calves initially lost about a third of a pound per day in growth through 80 days of age. Nothing surprising there. But by 238 days? They’d caught entirely up, actually weighed slightly more than healthy calves.

Every measure we use on-farm suggested complete recovery.

Yet at slaughter, 34% of healthy calves graded High Choice or Prime, while only 14% of BRD calves hit those grades. Seven healthy calves made Prime. Zero BRD calves achieved Prime. Not one.

Even after full weight recovery, BRD-affected beef-cross calves show devastating marbling losses—zero achieved Prime grade vs. seven healthy calves in Penn State study

The Technology That Could Help (But Mostly Isn’t)

What really caught my attention in the Penn State work was their use of thoracic ultrasound. They were finding lung consolidation in calves that looked perfectly healthy—no fever, eating fine, acting normal.

Dr. Theresa Ollivett and her team at the University of Wisconsin-Madison have been pioneering this approach for years. The same portable ultrasound that many vets already use for preg checks can scan lungs in under a minute. The accuracy is impressive—we’re talking about 88% to 94% sensitivity in published studies.

I understand the hesitation, though. Another technology, another investment, and right now the market isn’t paying premiums for “ultrasound-verified healthy” calves.

A portable unit runs $5,000 to $8,000, and scanning adds a few dollars per calf when you factor in time. Without clear economic returns, it’s a tough sell.

I realize many of you are dealing with labor shortages that make extra protocols challenging. But here’s what I’m seeing: some progressive operations are using it anyway, just to understand what’s really happening in their calf barns. One veterinarian in central Pennsylvania told me she’s finding subclinical lung lesions in about 30% of calves that would otherwise have gone undetected.

That’s… significant.

Management Approaches Worth Considering

So what can we actually do with this information? I’ve been talking with producers, trying different approaches, and a few things keep coming up.


Intervention
Investment per 100 CalvesImmediate OutcomeReturn on Investment
Colostrum Testing (Brix Refractometer)$100 (one-time equipment)90% passive transfer successPrevents 16+ FPT cases
Hold Calves 7-10 Days Pre-Shipping$4,000-6,000 (holding costs)Mortality drops from 4% to 2%Saves 2 calves @ $1,000+ each
Enhanced Early Nutrition (High-Protein MR)$3,000-3,500 ($30-35/calf)Protects marbling development$100-150 return per calf at harvest

Transportation Timing Matters More Than We Thought

Research from Dr. David Renaud’s group at the University of Guelph has been eye-opening. Calves transported at 7 to 19 days old consistently show better health outcomes than those moved at 2 to 6 days. Each extra day on the source farm seems to help.

Now, I get it—holding calves costs money. Extension budgets suggest about $5 to $6 per day. For a farm shipping 100 beef-cross calves annually, holding each an extra week adds up to real money.

But here’s what’s interesting: producers who’ve made the switch are seeing enough reductions in mortality and treatment costs to offset holding expenses nearly.

One Minnesota producer told me that going to a 10-day minimum shipping age dropped his mortality from over 4% to under 2%. Treatment costs fell by about $15 per calf. Not quite breaking even on the holding costs, but getting close.

And if there really is a long-term impact on marbling? That changes the math completely.

Getting Serious About Colostrum

This feels almost too basic to mention, but the data keeps pointing back to it. The NAHMS Dairy 2022 study found that 36.5% of calves don’t achieve adequate passive transfer. That’s more than a third of calves starting life immunologically compromised.

Testing colostrum with a Brix refractometer—you can get one for about $100—takes seconds. Operations that have implemented systematic testing and adjusted protocols based on results are seeing dramatic improvements.

One Pennsylvania dairy improved their passive transfer success rate from 75% to over 90%. Treatment costs dropped by a third in the first year.

What’s encouraging is that this pays off regardless of any future marbling considerations. Healthier calves that need fewer treatments… that’s immediate economic benefit.

Nutrition During the Critical Window

There’s growing interest in how pre-weaning nutrition might influence marbling development. The thinking—and it makes biological sense—is that adequate nutrition during that 150 to 250-day window when fat cells are forming could make a difference.

Some operations are moving to higher planes of nutrition, feeding 20% to 22% protein milk replacer at higher rates. It costs an extra $30 to $35 per calf, which isn’t trivial.

But producers implementing these programs are documenting everything. They’re thinking that when the market eventually recognizes quality differences, they’ll have the data to prove their approach works.

THE MARBLING WINDOW: CRITICAL TIMING FOR INTERVENTIONS

Days 0-100: Foundation Phase

  • Colostrum quality determines immune competence
  • Early BRD has maximum impact on future marbling
  • Focus: Disease prevention, early detection

Days 100-250: Active Development Phase

  • Intramuscular fat cells are actively forming
  • Nutrition becomes critical
  • Focus: Adequate protein/energy, minimize stress

Days 250+: Maturation Phase

  • Fat cell numbers fixed
  • Only size can increase
  • Focus: Traditional feeding for finish

Where This Is All Heading

You know, this situation reminds me of how Certified Angus Beef developed. When CAB launched in 1978, most people thought it was just marketing. We’ve all seen “revolutionary” programs come and go, but CAB was different.

Within a decade, CAB cattle were commanding clear premiums—ranging from $5 to $8 per hundredweight and rising to current levels of $15 to $20 per hundredweight. Today, it’s a massive program moving over 2 billion pounds annually.

I think we’re at a similar inflection point with beef-cross calves. The biology shows there are quality differences based on early management. Technology exists to verify and track health. What’s missing—but starting to develop—is a market structure that rewards better management.

As many extension specialists are noting in recent meetings, the beef industry’s increasing focus on quality grades will inevitably influence how beef-cross calves are valued. We’re moving toward a system where documentation matters, where operations that can prove their management practices will capture premiums.

Dr. Tara Felix, beef specialist at Penn State Extension, recently emphasized this shift at a producer meeting: “The packers are already tracking quality variation in beef-cross cattle. It’s only a matter of time before that information flows back to calf pricing.”

Industry sources indicate that AI organizations and major beef companies are reportedly working on programs to recognize quality in health management. The direction seems clear: documentation and quality management will eventually influence value.

The question isn’t really whether this happens, but when and how quickly it happens.

Practical Thoughts for Different Operations

What makes sense for your operation really depends on where you’re at currently.

If you’re just starting to think about this, maybe begin with documentation. Track colostrum quality, health events, and when calves ship. Even without changing management, having baseline data positions you well.

If you’re ready to make changes, pick one or two that fit your resources. Maybe it’s implementing colostrum testing, or holding calves a few extra days, or adjusting nutrition. The key is choosing what works within your constraints.

For those already doing advanced calf management, consider building relationships with buyers who value quality. As markets evolve, operations with documented quality management will likely capture early premiums.

The investment—potentially $60 to $80 per calf for comprehensive changes—doesn’t have guaranteed returns today. But if the biological mechanisms are real (and the science strongly suggests they are), we’re already experiencing hidden losses from respiratory disease.

The question becomes whether to address them proactively or wait for market signals.

Looking Forward

The beef-on-dairy story has been one of the real successes in our industry recently. But this emerging understanding about respiratory disease impacts adds an important dimension. Managing for things we can’t immediately see—subclinical disease, cellular-level development, long-term quality—might prove just as important as the metrics we track daily.

What strikes me is that this isn’t really about the Penn State study specifically, though their work is valuable. It’s about recognizing that the biological mechanisms underlying hidden-quality impacts are real and documented across multiple species and decades of research.

Whether their specific 7% marbling reduction holds up in peer review almost doesn’t matter—the underlying biology tells us there’s something here worth paying attention to.

I’ve noticed operations making even small changes—better colostrum management, holding calves a bit longer—are seeing health improvements that justify the effort regardless of future quality premiums. Maybe that’s where we start: doing things that make sense today while positioning ourselves for whatever market structures develop tomorrow.

What excites me is that even small improvements we make now could position us perfectly when markets evolve. The dairy industry has always been about continuous improvement, finding marginal gains that add up over time.

This might be another one of those opportunities—not revolutionary, but important enough to consider as we manage these valuable beef-cross calves.

We’re in an interesting position right now. The science is telling us something important about the hidden impacts of quality. The market hasn’t caught up yet, but history suggests it will. Those who start adapting now—even with small steps—will likely be glad they did.

Every operation is different. Work with your veterinarian and nutritionist to develop protocols that fit your facilities, labor, and markets. What works great in one situation might need adjusting for another. Regional differences matter too—what makes sense in Wisconsin might need tweaking for operations in New Mexico or Idaho.

KEY TAKEAWAYS 

  • The Hidden Loss “Recovered” BRD calves permanently lose 7% marbling worth $200-300 per head—damage is invisible until slaughter
  • The 150-Day Window Marbling cells form ONLY between days 150-250; respiratory disease during this period causes irreversible damage
  • Your Current Risk: With 36% passive transfer failure rates, a 100-calf operation is likely losing $5,000-7,500 annually right now
  • Three Simple Solutions: Test colostrum with $100 refractometer (90% success rate achievable)
  • Hold calves 7-10 days before shipping (cuts mortality 50%)
  • Enhance early nutrition for $30/calf (protects marbling development)
  • Future Opportunity Start documenting health management today—quality premiums similar to CAB’s $15-20/cwt are coming within 2-3 years

Complete references and supporting documentation are available upon request by contacting the editorial team at editor@thebullvine.com.

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