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Research| Volume 106, ISSUE 5, P3748-3760, May 2023

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Characterization of semen type prevalence and allocation in Holstein and Jersey females in the United States

Open AccessPublished:March 17, 2023DOI:https://doi.org/10.3168/jds.2022-22494

      ABSTRACT

      Our objective was to characterize semen type prevalence and allocation to inseminate US Holstein and Jersey females by year, parity, service number, and herd size. A secondary objective was to identify the prevalence of beef breed sires selected to create beef × Holstein and beef × Jersey crossbred calves. The final data set included 8,244,653 total inseminations of 4,880,752 Holstein females across 9,155 herds, and 435,267 total inseminations of 266,058 Jersey females across 2,759 herds from October 2019 to July 2021. This data set represents approximately 42 and 27% of the total dairy cows and heifers, respectively, across approximately 40% of the total licensed dairy herds in the continental United States. Holstein and Jersey females were inseminated with 1 of 4 semen types: (1) beef, (2) conventional, (3) sexed, or (4) other dairy. The top 4 beef breeds used to produce beef × Holstein and beef × Jersey crossbred calves, respectively, were Angus (55.1 and 39.1%), Limousin (13.9, and 23.5%), Simmental (11.7 and 20.5%), and Crossbreed Beef (11.3 and 4.8%). From 2019 to 2021, the use of sexed semen to inseminate Holstein and Jersey females increased from 11.0 and 24.5% to 17.7 and 32.1%, respectively, and the use of beef semen to inseminate Holstein and Jersey females increased from 18.2 and 11.4% to 26.1 and 21.2%, respectively. The use of beef semen to inseminate Holstein and Jersey females increased with increasing parity and service number, whereas the use of sexed semen decreased with increasing parity and service number supporting that farmers used sexed semen more aggressively in higher fertility and younger females with greater genetic merit. Overall, the increase in sexed and beef semen inseminations was driven primarily by larger herds. In conclusion, sexed and beef semen inseminations in US Holstein and Jersey females increased from 2019 to 2021 and was allocated differentially based on parity and service number. This increase was driven primarily by larger dairy herds possibly due to differences in reproductive performance and economies of scale.

      Key words

      INTRODUCTION

      Over the past 2 decades, the dairy industry in the United States underwent a reproductive revolution. Poor reproductive performance in lactating dairy cows associated with increased genetic selection for milk production and other management factors (
      • Lucy M.C.
      ADSA Foundation Scholar Award - Reproductive loss in high-producing dairy cattle: Where will it end?.
      ) initiated a pursuit to further understand dairy cow reproductive physiology and the implications of management on reproductive efficiency. Reproductive performance is a key profitability indicator for dairy herds and is the gate keeper to implement other reproductive technologies such as sexed and beef semen. Contributors to increased reproductive performance over the past 2 decades include improvements in management (e.g., minimizing BCS loss and disease incidence during the periparturient period;
      • Middleton E.L.
      • Minela T.
      • Pursley J.R.
      The high-fertility cycle: How timely pregnancies in one lactation may lead to less body condition loss, fewer health issues, greater fertility, and reduced early pregnancy losses in the next lactation.
      ;
      • Fricke P.M.
      • Wiltbank M.C.
      • Pursley J.R.
      The high fertility cycle.
      ), and the adoption of fertility programs such as Double-Ovsynch, which increases the service rate as well as pregnancies per AI compared with cows inseminated after a detected estrus (
      • Carvalho P.D.
      • Santos V.G.
      • Giordano J.O.
      • Wiltbank M.C.
      • Fricke P.M.
      Development of fertility programs to achieve high 21-day pregnancy rates in high-producing dairy cows.
      ;
      • Fricke P.M.
      • Wiltbank M.C.
      Symposium review: The implications of spontaneous versus syncrhonized ovulations on the reproductive performance of lactating dairy cows.
      ).
      Sexed semen was initially reserved for nulliparous heifers because of their greater fertility compared with lactating dairy cows (
      • Norman H.D.
      • Hutchison J.L.
      • Miller R.H.
      Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
      ) because sexed semen yields 70 to 84% of the relative fertility of conventional semen (
      • Chebel R.C.
      • Cunha T.
      Optimization of timing of insemination of dairy heifers inseminated with sex-sorted semen.
      ;
      • Drake E.
      • Holden S.A.
      • Aublet V.
      • Doyle R.C.
      • Millar C.
      • Moore S.G.
      • Maicas C.
      • Randi F.
      • Cromie A.R.
      • Lonergan P.
      • Butler S.T.
      Evaluation of delayed timing of artificial insemination with sex-sorted sperm on pregnancy per artificial insemination in seasonal-calving, pasture-based lactating dairy cows.
      ). Herds with poor reproductive performance (∼15% 21-d pregnancy rate) seldom use sexed and beef semen insemination strategies because insufficient replacements are produced with a positive income from calves over semen costs (ICOSC;
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ). By contrast, herds with average or excellent reproductive performance (∼20 to >30% 21-d pregnancy rates) can implement sexed and beef semen insemination strategies because of sufficient production of replacements and positive ICOSC (
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ). Thus, implementing sexed and beef semen insemination strategies allows herds to precisely manage herd inventory to create essential, genetically elite replacements with sexed semen and increased market value for nonreplacements as beef × dairy crossbred calves. Despite the profitability of sexed and beef semen insemination strategies, minimal data are available on the prevalence and allocation of sexed and beef semen inseminations in Holstein and Jersey females in the United States.
      The trend for increased beef semen inseminations is reflected by a 242% increase (6,145,577 straws) in domestic beef semen sales with concurrent decreases in domestic Jersey and Holstein semen sales by 22% (744,920 straws) and 29% (5,585,036 straws), respectively, from 2017 to 2021 (
      • National Association of Animal Breeders (NAAB)
      Annual reports of semen sales and custom freezing.
      ). Considering that only 11.6% of US beef heifers and cows are artificially inseminated (
      • USDA
      Beef 2017: Beef Cow-calf Management Practices in the United States, 2017.
      ), this increase in beef semen sales has mainly occurred in dairy cattle; however, the prevalence and allocation of sexed and beef semen inseminations of Holstein and Jersey females is not well known. Thus, our primary objective was to determine semen type prevalence and allocation in Holstein and Jersey females in the United States by year, parity, service number, and herd size. A secondary objective was to identify the prevalence of beef breed sires selected to produce beef × Holstein and beef × Jersey crossbred calves.

      MATERIALS AND METHODS

      No human or animal subjects were used, so this analysis did not require approval by an Institutional Animal Care and Use Committee or Institutional Review Board.

      Data Description

      We analyzed a convenience sample of data from Dairy Records Management Systems (DRMS), which included 9,417,905 inseminations of heifers and lactating dairy cows recorded from October 2019 to July 2021. Of these records, 31,103 were embryo transfers which were removed from the data set. Another 47,940 inseminations were excluded to only include inseminations of nulliparous heifers and lactating dairy cows in the continental United States, resulting in a total of 9,338,862 inseminations. Each insemination record included animal identification number, herd identification code, herd size, breed, parity, insemination date, service number, and a service sire National Association of Animal Breeders (NAAB) uniform code. The herd size for a dairy herd was calculated by DRMS as the number of recorded lactating and dry cows reported at the time of each DHI test day, and herd size was preclassified as <100, 100 to 249, 250 to 499, 500 to 999, or ≥1,000 cows. Parity was stratified into 4 classes including nulliparous heifers, primiparous cows, secundiparous cows, and multiparous cows. Service number was classified as either being first, second, or third or later. The final data sets included 8,244,653 total inseminations of 4,880,752 Holstein females across 9,155 herds (Table 1) and 435,267 total inseminations of 266,058 Jersey females across 2,759 herds (Table 2).
      Table 1Description of the final data set of inseminations of Holstein females based on semen type, service number, parity, herd size, number of Holstein females (heifers and lactating dairy cows), and number of herds in the continental United States from October 2019 to July 2021
      Item (n)YearTotal (n)
      201920202021
      Inseminations1,395,6464,048,7032,800,3048,244,653
      Semen type
       Beef253,698876,095729,8431,859,636
       Holstein-conventional967,1992,503,6981,523,7084,994,605
       Holstein-sexed153,011610,251496,5691,259,831
       Other dairy21,73858,65950,184130,581
      Service number
       First693,0511,932,9861,311,8303,937,867
       Second291,577971,575691,3701,954,522
       Third or later411,0181,144,142797,1042,352,264
      Parity
       Nulliparous237,451776,316547,5611,561,328
       Primiparous405,2491,145,495788,4642,339,208
       Secundiparous335,564933,738629,1601,898,462
       Multiparous417,3821,193,154835,1192,445,655
      Herds
       <100169,376440,962280,494890,832
       100–249211,753586,500387,2621,185,515
       250–499195,048567,535384,9581,147,541
       500–999233,237698,159497,7621,429,158
       ≥1,000586,2321,755,5471,249,8283,591,607
      Females
       Nulliparous218,284532,127356,3951,106,806
       Primiparous315,809631,017435,5211,382,347
       Secundiparous242,362487,926336,7441,067,032
       Multiparous289,162602,791432,6141,324,567
       Total1,065,6172,253,8611,561,2744,880,752
      Herds
      Herds within a row do not sum to the total because herds left DHI testing, new herds participated in DHI testing, or herds changed to a different herd size based on the calculation of herd size by Dairy Records Management Systems as the number of lactating and dry cows reported at the time of each DHI test day.
       <1004,8064,7334,1905,142
       100–2492,2592,2252,0352,338
       250–499825814769844
       500–999454457438464
       ≥1,000360350329367
       Total8,7048,5797,7619,155
      1 Herds within a row do not sum to the total because herds left DHI testing, new herds participated in DHI testing, or herds changed to a different herd size based on the calculation of herd size by Dairy Records Management Systems as the number of lactating and dry cows reported at the time of each DHI test day.
      Table 2Description of the final data set of inseminations of Jersey females based on semen type, service number, parity, herd size, number of Jersey females (heifers and lactating dairy cows), and number of herds in the continental United States from October 2019 to July 2021
      Item (n)YearTotal (n)
      201920202021
      Inseminations71,609216,271147,387435,267
      Semen type
       Beef8,16334,84031,22174,224
       Jersey-conventional41,905108,15062,038212,093
       Jersey-sexed17,55462,35047,299127,203
       Other dairy3,98710,9316,82921,747
      Service number
       First37,343107,21170,775215,329
       Second15,38352,93636,778105,097
       Third or later18,88356,12439,834114,841
      Females
       Nulliparous12,13442,04928,05082,233
       Primiparous22,12164,73441,092127,947
       Secundiparous15,69246,67833,78196,151
       Multiparous21,66262,81044,464128,936
      Herd size
       <10013,45733,97821,69969,134
       100–24914,50640,93925,98481,429
       250–49911,81335,83523,43071,078
       500–9999,34230,30021,18160,823
       ≥1,00022,49175,21955,093152,803
      Parity
       Nulliparous10,90928,27718,02357,209
       Primiparous17,19537,35423,85378,402
       Secundiparous11,97625,83418,99056,800
       Multiparous15,86233,56624,21973,647
       Total55,942125,03185,085266,058
      Herds
      Herds within a row do not sum to the total because herds left DHI testing, new herds participated in DHI testing, or herds changed to a different herd size based on the calculation of herd size by Dairy Records Management Systems as the number of lactating and dry cows reported at the time of each DHI test day.
       <1001,0491,2071,0121,432
       100–249537620554702
       250–499208251223278
       500–999138164160174
       ≥1,000140156147173
       Total2,0722,3982,0962,759
      1 Herds within a row do not sum to the total because herds left DHI testing, new herds participated in DHI testing, or herds changed to a different herd size based on the calculation of herd size by Dairy Records Management Systems as the number of lactating and dry cows reported at the time of each DHI test day.
      The service sire breed and semen type (conventional vs. sexed) were extracted based on service sire NAAB uniform codes. Service sire breeds were categorized as either beef, conventional, sexed, or other dairy. Other dairy for Holstein females consisted of the 6 other recognized US dairy breeds that included Jersey, Brown Swiss, Red and White Holstein, Guernsey, Ayrshire, and Milking Shorthorn. For Jersey females, other dairy consisted of sires from the 6 other recognized US dairy breeds that included Holstein, Brown Swiss, Red and White Holstein, Guernsey, Ayrshire, and Milking Shorthorn. The remainder of the service sires were classified as beef. Only Holstein and Jersey inseminations were classified as either conventional or sexed semen because of the few numbers of sexed semen inseminations for other breeds. Thus, the 4 types of semen that Holstein or Jersey females were inseminated with were (1) beef, (2) conventional, (3) sexed, or (4) other dairy.

      Statistical Analyses

      All statistical analyses were performed using R Studio via R computational software version 4.0.5 (The R Foundation for Statistical Computing Platform). Within a breed (i.e., Holstein or Jersey) for each semen type (i.e., beef, conventional, sexed, and other dairy inseminations) a multivariable logistic regression model was fitted. For each model, the binary response variable was equal to 1 if the insemination was performed with semen type of interest or 0 otherwise. Each model included the fixed effects of year, parity, herd size, service number, and all 2-way interactions. The predicted probabilities, standard error, ANOVA type III fixed effects, and 95% confidence intervals were obtained. A significant difference in the fixed effects was considered when P ≤ 0.05 and a statistical tendency when 0.10 ≥ P ≥ 0.05.

      RESULTS AND DISCUSSION

      The relative frequencies, ANOVA type III fixed effects, predicted probabilities, and 95% confidence intervals for each semen type model are included in Supplemental Tables S1, S2, and S3 (https://data.mendeley.com/datasets/rnsjpc7nfp/1;
      • Lauber M.
      Holstein Semen Allocation Supplementary. Mendeley Data, V1.
      ) for Holstein females and Supplemental Tables S4, S5, and S6 (https://data.mendeley.com/datasets/zcx6gnmhdz/1l;
      • Lauber M.
      Jersey Semen Allocation Supplementary. Mendeley Data, V1.
      ) for Jersey females. All 2-way interactions were significant (P < 0.0001) for each semen type model for Holsteins. For Jerseys, all 2-way interactions were significant (P < 0.0001) for each semen type model except for statistical tendencies for (1) beef: year × service number (P = 0.07) and (2) Jersey-Conventional: parity × service number (P = 0.08). For brevity, the predicted probabilities are presented for beef and sexed semen of Holstein and Jersey females for the 4 key 2-way interactions including year × parity, year × service number, service number × parity, and year × herd size.
      Inseminations of Holstein and Jersey females occurred in the Midwest (51.3 and 47.2%, respectively), Northeast (36.9 and 33.7%), Southeast (6.7 and 9.5%), Southwest (3.2 and 5.3%), and West (1.9 and 4.1%) geographic regions of the continental United States (Table 3). Geographically, more inseminations occurred in the Midwest and Northeast of the continental United States reflective of the DRMS customer base. In the United States in 2021, the dairy heifer and lactating cow population was approximately 4,304,250 and 9,448,000, respectively, across 29,858 licensed dairy herds (). Thus, the final data set with 1,164,015 and 3,982,795 heifers and lactating cows, respectively, represents approximately 27 and 42% of the total dairy heifers and lactating cows across approximately 40% of the total licensed dairy herds in the continental United States.
      Table 3Relative frequency of inseminations of Holstein and Jersey females in the continental United States based on geographical region from October 2019 to July 2021
      Geographical region
      Geographical region of inseminations is based on the location of herds in Dairy Records Management Systems customer base, which is primarily located in the Midwest and Northeast geographical regions of the continental United States.
      HolsteinJersey
      Inseminations (n)Relative frequency (%)Inseminations (n)Relative frequency (%)
      Midwest
      Illinois, Indiana, Iowa, Kansas, Michigan, Missouri, Minnesota, Nebraska, North Dakota, Ohio, South Dakota, and Wisconsin.
      4,230,36051.3205,61747.2
      Northeast
      Connecticut, Delaware, Maine, Maryland, Massachusetts, New Hampshire, New Jersey, New York, Pennsylvania, and Rhode Island.
      3,042,16036.9146,87733.7
      Southeast
      Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, Mississippi, North Carolina, South Carolina, Tennessee, Virginia, and West Virginia.
      555,1236.741,5359.5
      Southwest
      Arizona, New Mexico, Oklahoma, Texas.
      263,5553.217,9605.3
      West
      California, Colorado, Idaho, Montana, Nevada, Oregon, Utah, Washington, and Wyoming.
      153,4551.923,2784.1
      1 Geographical region of inseminations is based on the location of herds in Dairy Records Management Systems customer base, which is primarily located in the Midwest and Northeast geographical regions of the continental United States.
      2 Illinois, Indiana, Iowa, Kansas, Michigan, Missouri, Minnesota, Nebraska, North Dakota, Ohio, South Dakota, and Wisconsin.
      3 Connecticut, Delaware, Maine, Maryland, Massachusetts, New Hampshire, New Jersey, New York, Pennsylvania, and Rhode Island.
      4 Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, Mississippi, North Carolina, South Carolina, Tennessee, Virginia, and West Virginia.
      5 Arizona, New Mexico, Oklahoma, Texas.
      6 California, Colorado, Idaho, Montana, Nevada, Oregon, Utah, Washington, and Wyoming.
      The breeds of sires comprising beef inseminations of Holstein females in order of prevalence were Angus (55.1%), Limousin (13.9%), Simmental (11.7%), Crossbred Beef (11.3%), Wagyu (1.6%), and other sire breeds consisting of less than 1% of total beef inseminations of Holstein females (6.4%; Table 4). For Jersey females, the breeds of sires comprising beef inseminations in order of prevalence were Angus (39.1%), Limousin (23.5%), Simmental (20.5%), Crossbred Beef (4.8%), Pooled Sample with multiple sire breeds (1.9%), Jamaica Hope (1.7%), Limousin-Angus (1.5%), Charolais (1.3%), and other sire breeds contributing less than 1% of total beef inseminations of Jersey females (5.7%; Table 4).
      • McWhorter T.M.
      • Hutchison J.L.
      • Norman H.D.
      • Cole J.B.
      • Fok G.C.
      • Lourenco D.A.L.
      • VanRaden P.M.
      Investigating conception rate for beef service sires bred to dairy cows and heifers.
      reported Angus sires were 95.4% of the reported beef inseminations of dairy cattle in the United States in 2019 based on records from the Council on Dairy Cattle Breeding (https://uscdcb.com). For Jersey females, 79.6 and 15.0% of beef inseminations were to Angus and Gelbvieh, respectively (
      • McWhorter T.M.
      • Hutchison J.L.
      • Norman H.D.
      • Cole J.B.
      • Fok G.C.
      • Lourenco D.A.L.
      • VanRaden P.M.
      Investigating conception rate for beef service sires bred to dairy cows and heifers.
      ). In 2018, a survey of primarily Holstein herds in Wisconsin, Iowa, and Michigan reported that beef breed sires with the greatest prevalence were Angus (62%) followed by Limousin-Angus (12%), Limousin (11%), Simmental-Angus (7%), Simmental (6%), and other beef sires (2%;
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ). In California, in which 8% of dairy herds surveyed were Jersey herds, the top responses for beef breed sires for inseminations of dairy cows were Angus (64.9%), Wagyu (11.7%), and Limousin (9.1%;
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ).
      Table 4Relative frequency of beef breed sires consisting of beef semen inseminations of Holstein and Jersey females in the continental United States from October 2019 to July 2021
      Sire breed
      Breed of sire derived from National Association of Animal Breeders (NAAB) breed code from a NAAB uniform code of sire.
      HolsteinJersey
      Inseminations (n)Relative frequency (%)Inseminations (n)Relative frequency (%)
      Angus1,024,96055.129,00839.1
      Charolais
      Beef sire breeds that contributed less than 1% of total beef inseminations for either Holstein or Jersey females and are accounted for in Other.
      9361.3
      Crossbred Beef209,74011.33,5414.8
      Jamaica Hope1,2681.7
      Limousin258,95413.917,46223.5
      Limousin-Angus1,1291.5
      Other
      Beef sire breeds that consisted of less than 1% of total beef inseminations of Holstein or Jersey females.
      119,1986.44,2395.7
      Pooled sample
      Pooled sample of semen (Semex) containing multiple beef sires of different beef breeds.
      1,4231.9
      Simmental217,75211.715,21820.5
      Wagyu (Kobe)29,0321.6
      1 Breed of sire derived from National Association of Animal Breeders (NAAB) breed code from a NAAB uniform code of sire.
      2 Beef sire breeds that contributed less than 1% of total beef inseminations for either Holstein or Jersey females and are accounted for in Other.
      3 Beef sire breeds that consisted of less than 1% of total beef inseminations of Holstein or Jersey females.
      4 Pooled sample of semen (Semex) containing multiple beef sires of different beef breeds.
      The main selection criteria of beef sires reported by dairy farmers include semen cost, conception rate, calving ease, a black hide, and the preference of the calf raiser with little consideration for carcass traits (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ;
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ). Breed organizations such as the American Angus Association (
      • Miller S.P.
      • Archer J.A.
      • Hely F.
      • Quinton C.
      • Retalick K.
      • Moser D.
      • Amer P.
      Selecting Angus sires for the growing beef on dairy market.
      ) and the Holstein Association USA and Simmental Association (
      • Holstein Association USA
      The HOLSim bull list.
      ) developed indices for beef sire selection for matings of dairy cattle. These selection indices include traits related to fertility and calving ease, but also include feed intake and carcass traits related to US beef production (
      • Miller S.P.
      • Archer J.A.
      • Hely F.
      • Quinton C.
      • Retalick K.
      • Moser D.
      • Amer P.
      Selecting Angus sires for the growing beef on dairy market.
      ). In addition, AI organizations now offer selection indices for beef sire selection for matings of dairy cattle and programs with established distribution channels for beef × dairy animals to feedlots and processors. Eating quality attributes of beef × dairy crossbred calves are similar to conventional beef cattle, but opportunities for further market acceptance include increasing total carcass muscling and decreasing liver abscess condemnations at slaughter (
      • Foraker B.A.
      • Frink J.L.
      • Woerner D.R.
      Invited review: A carcass and meat perspective of crossbred beef × dairy cattle.
      ). Thus, beef sires selected to produce beef × dairy crossbred calves and the management of crossbreds should be a priority to dairy farmers to maintain market access.
      The lack of market acceptance is more heavily biased against beef × Jersey crossbreds than beef × Holstein crossbreds due to poorer primal cut yields and the more yellow-colored fat of beef × Jersey crossbred cattle (
      • Berry D.P.
      Invited review: Beef-on-dairy-The generation of crossbred beef × dairy cattle.
      ). An alternative strategy for Jersey herds to capture increased market value for nonreplacements may be through the transfer of commercial black Angus-based in vitro fertilization (IVF) embryos with a potential premium of $350 to $400 per calf (
      • SimVitro
      HerdFlex.
      ). A limitation of this strategy is the increased pregnancy loss associated with frozen/thawed IVF embryos compared with pregnancies produced using AI (
      • Niles A.M.
      • Fricke H.P.
      • Carvalho P.D.
      • Wiltbank M.C.
      • Hernandez L.L.
      • Fricke P.M.
      Effect of treatment with human chorionic gonadotropin 7 days after artificial insemination or at the time of embryo transfer on reproductive outcomes in nulliparous Holstein heifers.
      ).

      Year × Parity

      From 2019 to 2021, inseminations with beef semen of Holstein (nulliparous, 8.35 vs. 8.09 vs. 8.29%; primiparous, 10.87 vs. 12.95 vs. 15.79%; secundiparous, 13.53 vs. 17.89 vs. 21.96%; and multiparous, 18.61 vs. 22.93 vs. 28.24%) and Jersey (nulliparous, 9.06 vs. 5.54 vs. 7.41%; primiparous, 8.10 vs. 12.23 vs. 15.35%; secundiparous, 10.42 vs. 14.59 vs. 17.02%; and multiparous, 12.22 vs. 16.04 vs. 20.87%) females increased as parity increased (P < 0.0001; Table 5). In the western United States, beef semen inseminations increased by 600% from 2014 to 2017, and beef semen was used for 45% of the inseminations of multiparous cows (
      • Pereira J.M.V.
      • Marcondes M.I.
      • Ferreira F.C.
      Trends in the use of beef semen in dairy herds in the western United States.
      ). In 2020, 70% of California dairy herds surveyed (in which 8% of herds reported to be Jersey herds) responded that they began to use beef semen within the past 3 yr, and 28.9% of these herds reported that they inseminated more than 30% of their cows with beef semen (
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ).
      Table 5Predicted probabilities ± SE considering year and parity for beef, conventional, sexed, and other dairy semen inseminations of Holstein and Jersey females
      Item (%)HolsteinJersey
      NulliparousPrimiparousSecundiparousMultiparousNulliparousPrimiparousSecundiparousMultiparous
      2019
       Beef8.35 ± 0.0810.87 ± 0.0513.53 ± 0.0618.61 ± 0.079.06 ± 0.358.10 ± 0.1910.42 ± 0.2512.22 ± 0.24
       Conventional67.20 ± 0.1280.11 ± 0.0779.81 ± 0.0775.65 ± 0.0754.40 ± 0.5754.40 ± 0.5762.90 ± 0.4165.40 ± 0.35
       Sexed20.83 ± 0.125.69 ± 0.043.67 ± 0.032.51 ± 0.0229.20 ± 0.5020.40 ± 0.2919.80 ± 0.3317.00 ± 0.26
       Other dairy1.49 ± 0.031.26 ± 0.021.53 ± 0.021.44 ± 0.021.98 ± 0.133.13 ± 0.123.32 ± 0.143.09 ± 0.12
      2020
       Beef8.09 ± 0.0412.95 ± 0.0417.89 ± 0.0522.93 ± 0.055.54 ± 0.1312.23 ± 0.1514.59 ± 0.1816.04 ± 0.16
       Conventional61.62 ± 0.0774.76 ± 0.0573.75 ± 0.0570.81 ± 0.0549.70 ± 0.3054.70 ± 0.2255.70 ± 0.2557.20 ± 0.22
       Sexed25.58 ± 0.078.03 ± 0.035.20 ± 0.033.38 ± 0.0234.60 ± 0.2925.10 ± 0.1923.20 ± 0.2120.20 ± 0.17
       Other dairy1.67 ± 0.021.28 ± 0.011.34 ± 0.011.43 ± 0.012.51 ± 0.092.96 ± 0.082.65 ± 0.082.73 ± 0.07
      2021
       Beef8.29 ± 0.0415.79 ± 0.0521.96 ± 0.0628.24 ± 0.067.41 ± 0.1815.35 ± 0.2017.02 ± 0.2320.87 ± 0.22
       Conventional51.36 ± 0.0870.27 ± 0.0669.62 ± 0.0765.21 ± 0.0635.20 ± 0.3448.50 ± 0.2850.70 ± 0.3150.30 ± 0.26
       Sexed33.24 ± 0.098.48 ± 0.045.26 ± 0.033.83 ± 0.0247.70 ± 0.3527.40 ± 0.2424.20 ± 0.2621.10 ± 0.21
       Other dairy1.80 ± 0.021.66 ± 0.021.05 ± 0.011.17 ± 0.011.23 ± 0.063.08 ± 0.093.40 ± 0.102.54 ± 0.08
      From 2019 to 2021, inseminations with sexed semen of Holstein (nulliparous, 20.83 vs. 25.58 vs. 33.24%; primiparous, 5.69 vs. 8.03 vs. 8.48%; secundiparous, 3.67 vs. 5.20 vs. 5.26%; and multiparous, 2.51 vs. 3.38 vs. 3.83%) and Jersey (nulliparous, 29.20 vs. 34.60 vs. 47.70%; primiparous, 20.40 vs. 25.10 vs. 27.40%; secundiparous, 19.80 vs. 23.20 vs. 24.20%; and multiparous, 17.00 vs. 20.20 vs. 21.10%) females increased (P < 0.0001) but mostly in nulliparous heifers (Table 5). When sexed semen became commercially available in 2006, only 1.4 and 0.1% of Holstein heifers and cows, respectively, were inseminated with sexed semen, and these proportions increased to 17.8 and 0.4% of Holstein heifers and cows by 2008 (
      • Norman H.D.
      • Hutchison J.L.
      • Miller R.H.
      Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
      ). Further,
      • Hutchison J.L.
      • Bickhart D.M.
      Sexed-semen usage for Holstein AI in the United States.
      reported an increase in US Holsteins inseminated with sexed semen from 9 to 31% and 0.2 to 1% in Holstein heifers and lactating dairy cows, respectively, from 2007 to 2015. In the western United States, inseminations with sexed semen increased by 300% from 2014 to 2017 (
      • Pereira J.M.V.
      • Marcondes M.I.
      • Ferreira F.C.
      Trends in the use of beef semen in dairy herds in the western United States.
      ).
      Sexed semen was initially reserved for inseminating nulliparous heifers because of their greater fertility compared with lactating cows (
      • Norman H.D.
      • Hutchison J.L.
      • Miller R.H.
      Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
      ). Improvements in management during the periparturient period as well as the development and adoption of fertility programs, such as the Double-Ovsynch protocol (
      • Carvalho P.D.
      • Santos V.G.
      • Giordano J.O.
      • Wiltbank M.C.
      • Fricke P.M.
      Development of fertility programs to achieve high 21-day pregnancy rates in high-producing dairy cows.
      ;
      • Fricke P.M.
      • Wiltbank M.C.
      Symposium review: The implications of spontaneous versus syncrhonized ovulations on the reproductive performance of lactating dairy cows.
      ), have led to increased fertility in lactating cows thereby allowing for use of sexed semen. Optimizing the fertility of sexed semen in lactating dairy cows is of great interest because the use of sexed semen in lactating dairy cows continues to increase (
      • Drake E.
      • Holden S.A.
      • Aublet V.
      • Doyle R.C.
      • Millar C.
      • Moore S.G.
      • Maicas C.
      • Randi F.
      • Cromie A.R.
      • Lonergan P.
      • Butler S.T.
      Evaluation of delayed timing of artificial insemination with sex-sorted sperm on pregnancy per artificial insemination in seasonal-calving, pasture-based lactating dairy cows.
      ,
      • Lauber M.R.
      • McMullen B.
      • Parrish J.J.
      • Fricke P.M.
      Short communication: Effect of timing of induction of ovulation relative to timed artificial insemination using sexed semen on pregnancy outcomes in primiparous Holstein cows.
      ). A total of 63% of California dairy herd respondents that reported using beef semen also reported using sexed semen (
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ). The concurrent increase in beef and sexed semen inseminations over the past 3 yr suggests that dairy farmers are using both semen types as a precision management tool to regulate herd inventory and increase the value of calves.

      Year × Service Number

      Dairy farmers prefer to inseminate females with poor reproductive performance and with less genetic merit on average with beef semen. From 2019 to 2021, inseminations of Holstein females with beef semen increased (P < 0.0001; first, 7.74 vs. 9.22 vs. 10.57%; second, 10.45 vs. 12.55 vs. 14.85%; and third or more, 22.32 vs. 25.47 vs. 30.45%; Table 6) and tended to increase (P = 0.07) for Jersey females (first, 5.67 vs. 6.36 vs. 8.04%; second, 8.10 vs. 9.58 vs. 12.14%; and third or more, 19.74 vs. 22.46 vs. 27.97%; Table 6) as service number increased.
      • McWhorter T.M.
      • Hutchison J.L.
      • Norman H.D.
      • Cole J.B.
      • Fok G.C.
      • Lourenco D.A.L.
      • VanRaden P.M.
      Investigating conception rate for beef service sires bred to dairy cows and heifers.
      reported a greater mean service number for inseminations with Angus semen (2.87 and 3.04 for Holstein heifers and cows, respectively) than for conventional Holstein semen (1.92 and 2.13 for Holstein heifers and cows, respectively). Further,
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      reported a survey in which California dairy farmers began using beef semen at the third (45.3%), fourth (32.8%), and fifth or later (28.1%) service. Despite perceptions of fertility differences between beef and Holstein sires, the conception rates of beef and Holstein sires are confounded by service number because dairy farmers preferentially inseminate older females with less genetic merit on average and poorer reproductive performance with beef semen (
      • McWhorter T.M.
      • Hutchison J.L.
      • Norman H.D.
      • Cole J.B.
      • Fok G.C.
      • Lourenco D.A.L.
      • VanRaden P.M.
      Investigating conception rate for beef service sires bred to dairy cows and heifers.
      ). In a randomized controlled study, lactating Jersey cows submitted to a Double-Ovsynch protocol for first service insemination with conventional beef semen had pregnancies per AI of 56% at 61 d after AI (
      • Lauber M.R.
      • Carvalho P.D.
      • Fricke P.M.
      Fertility of Jersey cows inseminated with sexed Jersey or conventional beef semen and submitted to a Double-Ovsynch protocol and timed artificial insemination versus artificial insemination after synchronization of estrus.
      ).
      Table 6Predicted probabilities ± SE considering year and service number for beef, conventional, sexed, and other dairy semen inseminations of Holstein and Jersey females
      Item (%)HolsteinJersey
      Service 1Service 2Service 3+Service 1Service 2Service 3+
      2019
       Beef7.74 ± 0.0310.45 ± 0.0622.32 ± 0.085.67 ± 0.128.10 ± 0.2319.74 ± 0.36
       Conventional77.59 ± 0.0678.05 ± 0.0872.18 ± 0.0856.60 ± 0.2862.00 ± 0.4465.80 ± 0.40
       Sexed10.08 ± 0.046.67 ± 0.052.99 ± 0.0330.80 ± 0.2524.40 ± 0.3812.00 ± 0.26
       Other dairy1.23 ± 0.011.27 ± 0.021.85 ± 0.032.91 ± 0.092.95 ± 0.132.62 ± 0.12
      2020
       Beef9.22 ± 0.0212.55 ± 0.0425.47 ± 0.056.36 ± 0.089.58 ± 0.1422.46 ± 0.21
       Conventional71.72 ± 0.0472.05 ± 0.0567.50 ± 0.0551.50 ± 0.1755.30 ± 0.2456.30 ± 0.24
       Sexed12.98 ± 0.039.16 ± 0.034.21 ± 0.0234.30 ± 0.1628.50 ± 0.2116.10 ± 0.17
       Other dairy1.29 ± 0.011.31 ± 0.011.70 ± 0.013.21 ± 0.062.55 ± 0.072.42 ± 0.07
      2021
       Beef10.57 ± 0.0314.85 ± 0.0530.45 ± 0.068.04 ± 0.1112.14 ± 0.1927.97 ± 0.27
       Conventional65.68 ± 0.0566.18 ± 0.0761.27 ± 0.0743.20 ± 0.2146.70 ± 0.2948.30 ± 0.29
       Sexed15.76 ± 0.0410.65 ± 0.044.35 ± 0.0340.50 ± 0.2032.60 ± 0.2717.70 ± 0.21
       Other dairy1.31 ± 0.011.34 ± 0.011.50 ± 0.022.71 ± 0.072.51 ± 0.082.02 ± 0.07
      Although total inseminations with sexed semen increased (P < 0.0001) for Holstein (first, 10.08 vs. 12.98 vs. 15.76%; second, 6.67 vs. 9.16 vs. 10.65%; and third or later, 2.99 vs. 4.21 vs. 4.35%) and Jersey (first, 30.80 vs. 34.30%vs. 40.50%; second, 24.40 vs. 28.50 vs. 32.60%; and third or later, 12.00 vs. 16.10 vs. 17.70%) females from 2019 to 2021, use of sexed semen decreased markedly with increasing service number (Table 6).
      • Norman H.D.
      • Hutchison J.L.
      • Miller R.H.
      Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
      reported increased inseminations with sexed semen from 2006 to 2008 that decreased with increasing service number in Holstein heifers and cows. The relative fertility of sexed semen is approximately 70 to 84% of conventional semen in randomized, controlled experiments (
      • Chebel R.C.
      • Cunha T.
      Optimization of timing of insemination of dairy heifers inseminated with sex-sorted semen.
      ;
      • Drake E.
      • Holden S.A.
      • Aublet V.
      • Doyle R.C.
      • Millar C.
      • Moore S.G.
      • Maicas C.
      • Randi F.
      • Cromie A.R.
      • Lonergan P.
      • Butler S.T.
      Evaluation of delayed timing of artificial insemination with sex-sorted sperm on pregnancy per artificial insemination in seasonal-calving, pasture-based lactating dairy cows.
      ). Thus, dairy farmers are likely using more sexed semen at first service because of greater fertility associated with first service.

      Service Number × Parity

      Beef semen allocation increased (P < 0.0001) as parity and service number increased for Holstein (nulliparous, 3.73 vs. 5.78 vs. 23.35%; primiparous, 7.46 vs. 11.26 vs. 24.97%; secundiparous, 12.34 vs. 16.01 vs. 26.34%; and multiparous, 18.65 vs. 21.95 vs. 29.35%; Table 7) and Jersey (nulliparous, 2.94 vs. 4.37 vs. 25.28%; primiparous, 5.65 vs. 11.14 vs. 22.86%; secundiparous, 8.57 vs. 12.82 vs. 22.82%; and multiparous, 12.97 vs. 14.29 vs. 22.01%; Table 7) females. The highest ranked selection criteria for females for beef semen inseminations reported by dairy farmers surveyed in the Midwest and California included reproductive performance, parity, and milk production (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ;
      • Pereira J.M.V.
      • Marcondes M.I.
      • Ferreira F.C.
      Trends in the use of beef semen in dairy herds in the western United States.
      ). Figure 1, Figure 2 depict this selection criteria preference as beef semen inseminations increased with increasing parity and service number for Holstein and Jersey females, respectively.
      Table 7Predicted probabilities ± SE considering service number and parity for beef, conventional, sexed, and other dairy semen inseminations of Holstein and Jersey females
      Item (%)HolsteinJersey
      NulliparousPrimiparousSecundiparousMultiparousNulliparousPrimiparousSecundiparousMultiparous
      Service 1
       Beef3.73 ± 0.027.46 ± 0.0312.34 ± 0.0418.65 ± 0.052.94 ± 0.085.65 ± 0.108.57 ± 0.1512.97 ± 0.16
       Conventional56.65 ± 0.0676.52 ± 0.0577.72 ± 0.0574.33 ± 0.0542.10 ± 0.2552.30 ± 0.2453.00 ± 0.2754.30 ± 0.24
       Sexed36.96 ± 0.0613.30 ± 0.048.34 ± 0.045.29 ± 0.0350.00 ± 0.2534.20 ± 0.2231.30 ± 0.2526.60 ± 0.20
       Other dairy1.27 ± 0.011.36 ± 0.011.25 ± 0.011.24 ± 0.011.80 ± 0.073.62 ± 0.094.18 ± 0.112.73 ± 0.07
      Service 2
       Beef5.78 ± 0.0511.26 ± 0.0516.01 ± 0.0621.95 ± 0.064.37 ± 0.1611.14 ± 0.2012.82 ± 0.2414.29 ± 0.22
       Conventional59.62 ± 0.1177.89 ± 0.0677.14 ± 0.0772.81 ± 0.0747.40 ± 0.4855.80 ± 0.3257.10 ± 0.3658.60 ± 0.32
       Sexed31.11 ± 0.128.60 ± 0.045.27 ± 0.033.34 ± 0.0243.80 ± 0.4626.70 ± 0.2724.60 ± 0.3021.10 ± 0.25
       Other dairy1.54 ± 0.031.41 ± 0.021.15 ± 0.021.16 ± 0.011.85 ± 0.103.11 ± 0.103.10 ± 0.122.81 ± 0.10
      Service 3+
       Beef23.35 ± 0.1124.97 ± 0.0626.34 ± 0.0729.35 ± 0.0625.28 ± 0.4822.86 ± 0.2722.82 ± 0.3022.01 ± 0.25
       Conventional64.29 ± 0.1271.06 ± 0.0668.37 ± 0.0764.56 ± 0.0649.50 ± 0.5358.40 ± 0.3159.40 ± 0.3460.40 ± 0.28
       Sexed14.53 ± 0.093.27 ± 0.022.24 ± 0.021.82 ± 0.0220.30 ± 0.3814.60 ± 0.2113.80 ± 0.2312.50 ± 0.18
       Other dairy2.28 ± 0.041.41 ± 0.021.49 ± 0.021.65 ± 0.021.85 ± 0.112.53 ± 0.092.30 ± 0.092.80 ± 0.09
      Figure thumbnail gr1
      Figure 1Relative frequency of beef, Holstein-conventional, Holstein-sexed, and other dairy semen inseminations of Holstein females (nulliparous to multiparous) by service number (1 to 3+) from 2019 to 2021 in the continental United States.
      Figure thumbnail gr2
      Figure 2Relative frequency of beef, Jersey-conventional, Jersey-sexed, and other dairy semen inseminations of Jersey females (nulliparous to multiparous) by service number (1 to 3+) from 2019 to 2021 in the continental United States.
      Dairy farmers preferentially use sexed semen on younger females at first service because on average, their genetic merit and fertility are greater than that of older females. Sexed semen allocation decreased (P < 0.0001) as parity and service number increased for Holstein (nulliparous, 36.96 vs. 31.11 vs. 14.53%; primiparous, 13.30 vs. 8.60 vs. 3.27%; secundiparous, 8.34 vs. 5.27 vs. 2.24%; and multiparous, 5.29 vs. 3.34 vs. 1.82%; Table 7, Figure 1) and Jersey (nulliparous, 50.00 vs. 43.80 vs. 20.30%; primiparous, 34.20 vs. 26.70 vs. 14.60%; secundiparous, 31.30 vs. 24.60 vs. 13.80%; and multiparous, 26.60 vs. 21.10 vs. 12.50%; Table 7, Figure 2) females.
      • Norman H.D.
      • Hutchison J.L.
      • Miller R.H.
      Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
      reported more sexed semen inseminations in Holstein heifers than Holstein cows in 2008 (17.8 vs. 0.4%). Thus, sexed and beef semen is allocated differentially by farmers based on service number and parity (Figure 1, Figure 2).
      Selection of females for insemination with sexed, conventional, or beef semen is a complex process involving many variables not limited to reproductive performance, herd inventory, and current market conditions that affect herd profitability. The development and accessibility of decision support tools such as the Premium Beef on Dairy tool from the University of Wisconsin-Madison (https://dairymgt.info;
      • Lopes G.
      • Cabrera V.E.
      Premium beef semen on dairy calculator.
      ;
      • Mur-Novales R.M.
      • Cabrera V.E.
      What type of semen should I use? Proceedings of Dairy Cattle Reproduction Council, Reno, NV.
      ;
      • Li W.
      • Cabrera V.E.
      Economics of using beef semen.
      ) allows dairy farmers to determine an optimal mating strategy when using beef, conventional, and sexed semen based on actual farm data. This tool, however, does not include the potential profitability from increased genetic progress from increased selection intensity.
      The use of parent average predicted transmitting abilities and genomic testing were the lowest ranked selection criteria for beef semen inseminations based on surveys of dairy farmers (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ;
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ), whereas these factors are the highest ranked criteria for selection of females for insemination with sexed semen (
      • Pereira J.M.V.
      • Bruno D.
      • Marcondes M.I.
      • Ferreira F.C.
      Beef semen management practices in California dairy herds.
      ). Genomic selection increases the reliability of breeding values and could increase genetic progress and farm profitability when paired with sexed and beef semen to increase dam selection intensity (
      • VanRaden P.M.
      Symposium review: How to implement genomic selection.
      ). The use of genomic reliabilities in economic modeling found the optimal insemination strategy using a combination of sexed, conventional, and beef semen (
      • De Vries A.
      Opportunity costs in beef-on-dairy breeding strategies.
      ). Further, the use of only conventional semen reduced profit by $63/cow per year (
      • De Vries A.
      Opportunity costs in beef-on-dairy breeding strategies.
      ). Thus, the profitability of using sexed and beef semen inseminations is complex and may be underestimated if not considering varying levels of reproductive performance and genetic progress.

      Year × Herd Size

      From 2019 to 2021, inseminations with beef semen of Holstein (<100 cows, 7.87 vs. 8.61 vs. 10.33%; 100–249 cows, 9.30 vs. 10.84 vs. 12.20%; 250–499 cows, 11.14 vs. 13.41 vs. 16.19%; 500–999 cows, 14.71 vs. 18.44 vs. 21.26%; and ≥1,000 cows, 22.84 vs. 26.56 vs. 31.88%; Figure 3) and Jersey (<100 cows, 4.66 vs. 5.50 vs. 7.71%; 100–249 cows, 6.85 vs. 7.64 vs. 8.99%; 250–499 cows, 13.48 vs. 13.45 vs. 14.25%; 500–999 cows, 11.63 vs. 11.67 vs. 15.99%; and ≥1,000 cows, 17.39 vs. 25.63 vs. 33.49%; Figure 4) females increased (P < 0.0001) as herd size increased (Table 8).
      • Pereira J.M.V.
      • Marcondes M.I.
      • Ferreira F.C.
      Trends in the use of beef semen in dairy herds in the western United States.
      reported a greater percentage of beef semen inseminations in 2017 as herd size increased (small, <694 cows, 0.6%; medium, 694–2,296 cows, 1.2%; and large, >2,296 cows, 1.4%). Similarly, from 2019 to 2021, inseminations with sexed semen of Holstein (<100 cows, 4.17 vs. 5.02 vs. 5.43%; 100–249 cows, 5.31 vs. 6.92 vs. 7.65%; 250–499 cows, 5.65 vs. 7.31 vs. 8.52%; 500–999 cows, 6.52 vs. 8.77 vs. 10.55%; and ≥1,000 cows, 8.74 vs. 14.42 vs. 16.38%; Figure 3) and Jersey (<100 cows, 12.70 vs. 16.70 vs. 19.40%; 100–249 cows, 19.90 vs. 25.20 vs. 27.50%; 250–499 cows, 23.10 vs. 26.00 vs. 33.80%; 500–999 cows, 27.90 vs. 32.50 vs. 37.00%; and ≥1,000 cows, 25.40 vs. 28.90 vs. 30.70%; Figure 4) females increased (P < 0.0001) as herd size increased (Table 8). Greater use of sexed and beef semen by larger dairy herds may be due to increased reproductive performance and economies of scale. The average 21-d pregnancy rate in Holstein herds increases with increasing herd size (<100 cows, 13.7%; 100–250 cows, 18.2%; 250–500 cows, 22.7%; 500–1,000 cows, 24.8%; and >1,000 cows, 28.0%;
      • Valley Ag Software (VAS)
      VAS Holstein averages by herd size.
      ). Reproductive performance affects the ability of a dairy herd to implement other reproductive technologies such as beef and sexed semen.
      Figure thumbnail gr3
      Figure 3Relative frequency of beef, Holstein-conventional, Holstein-sexed, and other dairy semen inseminations of Holstein females (nulliparous to multiparous) by herd size (<100 cows to ≥1,000 cows) from 2019 to 2021 in the continental United States.
      Figure thumbnail gr4
      Figure 4Relative frequency of beef, Jersey-conventional, Jersey-sexed, and other dairy semen inseminations of Jersey females (nulliparous to multiparous) by herd size (<100 cows to ≥1,000 cows) from 2019 to 2021 in the continental United States.
      Table 8Predicted probabilities ± SE considering year and herd size for beef, conventional, sexed, and other dairy semen inseminations of Holstein and Jersey females
      Item (%)HolsteinJersey
      <100100–249250–499500–999≥1,000<100100–249250–499500–999≥1,000
      2019
       Beef7.87 ± 0.079.30 ± 0.0711.14 ± 0.0814.71 ± 0.0822.84 ± 0.074.66 ± 0.206.85 ± 0.2313.48 ± 0.3511.63 ± 0.3617.39 ± 0.29
       Conventional85.79 ± 0.0982.07 ± 0.0978.04 ± 0.1071.59 ± 0.1056.50 ± 0.0779.90 ± 0.3769.80 ± 0.4058.30 ± 0.4854.10 ± 0.5441.10 ± 0.35
       Sexed4.17 ± 0.055.31 ± 0.055.65 ± 0.056.52 ± 0.058.74 ± 0.0512.70 ± 0.3019.90 ± 0.3523.10 ± 0.4127.90 ± 0.5025.40 ± 0.32
       Other dairy1.64 ± 0.031.61 ± 0.031.24 ± 0.030.95 ± 0.021.91 ± 0.021.94 ± 0.131.85 ± 0.121.49 ± 0.113.02 ± 0.1810.56 ± 0.24
      2020
       Beef8.61 ± 0.0510.84 ± 0.0413.41 ± 0.0518.44 ± 0.0526.56 ± 0.045.50 ± 0.147.64 ± 0.1413.45 ± 0.2111.67 ± 0.2125.63 ± 0.18
       Conventional83.82 ± 0.0678.28 ± 0.0772.97 ± 0.0664.10 ± 0.0646.21 ± 0.0474.50 ± 0.2663.10 ± 0.2653.80 ± 0.2847.30 ± 0.3031.40 ± 0.18
       Sexed5.02 ± 0.046.92 ± 0.047.31 ± 0.048.77 ± 0.0414.42 ± 0.0316.70 ± 0.2225.20 ± 0.2326.00 ± 0.2532.50 ± 0.2928.90 ± 0.18
       Other dairy1.59 ± 0.021.58 ± 0.021.42 ± 0.021.11 ± 0.011.48 ± 0.011.78 ± 0.081.71 ± 0.071.64 ± 0.073.62 ± 0.117.78 ± 0.11
      2021
       Beef10.33 ± 0.0612.20 ± 0.0616.19 ± 0.0621.26 ± 0.0731.88 ± 0.057.71 ± 0.208.99 ± 0.1914.25 ± 0.2515.99 ± 0.2833.49 ± 0.23
       Conventional80.78 ± 0.0874.84 ± 0.0767.18 ± 0.0857.05 ± 0.0736.34 ± 0.0568.90 ± 0.3358.70 ± 0.3344.40 ± 0.3438.10 ± 0.3522.60 ± 0.19
       Sexed5.43 ± 0.047.65 ± 0.058.52 ± 0.0510.55 ± 0.0516.38 ± 0.0419.40 ± 0.2927.50 ± 0.3033.80 ± 0.3437.00 ± 0.3730.70 ± 0.29
       Other dairy1.47 ± 0.021.47 ± 0.021.05 ± 0.021.06 ± 0.012.22 ± 0.011.52 ± 0.091.56 ± 0.081.66 ± 0.093.00 ± 0.126.55 ± 0.12
      Income from calves over semen costs is an economic value that considers reproductive performance of a herd, price of semen, required replacements to maintain herd size, and the market value of calves and is used to determine an optimal insemination strategy (positive ICOSC) with conventional, sexed, or beef semen (
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ). For dairy herds with poor reproductive performance (∼15% 21-d pregnancy rate), there is no optimal insemination strategy because not enough replacements are produced with a positive ICOSC (
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ). Herds with average reproductive performance (∼20% 21-d pregnancy rate) can produce sufficient replacements with a maximum ICOSC of $2,001 when inseminating heifers for the first 2 services and primiparous and secundiparous cows for first service with sexed semen with the remainder of heifers inseminated with conventional dairy semen and lactating dairy cows inseminated with beef semen (
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ). For excellent reproductive performance (∼30% 21-d pregnancy rate) herds, sufficient replacements and the maximum ICOSC of $6,215 occurred when inseminating heifers for first service with sexed semen with the remainder of heifers with conventional dairy semen and lactating dairy cows inseminated with beef semen (
      • Cabrera V.E.
      Economics of using beef semen on dairy herds.
      ).
      When a herd achieves a level of reproductive performance that allows for implementing use of sexed and beef semen, success is dependent on market accessibility and current market conditions. Overall, 71% of Midwest dairy herd respondents sold less than one-week-old beef × dairy crossbred calves in 2018 (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ). Of respondents marketing beef × dairy calves and feeder cattle, 54% of sales were through a public auction market, 29% were sold private treaty, and 8% were sold through a contract agreement with a cattle feeder (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ). Only 20% of dairy herds reported marketing beef × dairy finished cattle with 67% of these herds selling beef × dairy finished cattle through a public auction market and 33% sold by grade and yield (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ). Smaller herds with less capital and access to markets and marketing information likely sell beef × dairy calves through a public auction market that is more sensitive to market volatility. By contrast, larger herds leverage economies of scale to market beef × dairy crossbred calves through private treaty, contract agreement with a feeder, or raise beef × dairy crossbred calves through to finishing within their own diversified operations. Further, many dairy herds are requesting resources on how to market beef × dairy crossbred calves (
      • Halfman B.
      • Sterry R.
      Dairy Farm use, and criteria for use, of beef genetics on dairy females.
      ). Programs for dairy farmers are available through artificial insemination organizations with selection indices for beef sires specifically to create beef × dairy calves and market through established distribution channels to calf raisers, feedlots, and packers. The accessibility of these programs, however, may vary depending on the location and size of a dairy herd in addition to the options for ownership. Thus, as the beef × dairy crossbred market expands, it is critical to provide dairy herds with marketing resources in addition to selection indices and management practices to produce the ideal beef × dairy crossbred calves.

      CONCLUSIONS

      Over a 3-yr period from 2019 to 2021, sexed and beef semen inseminations in US Holstein and Jersey females increased. Allocation of sexed and beef semen is dependent on the parity, service number, and herd size. Increased sexed and beef semen inseminations are driven by larger dairy herds that allocate semen type based on parity and service number than smaller dairy herds. Herd size differences in semen allocation may be due to differences in reproductive performance and economies of scale. Further, it is critical to provide dairy herds market access and resources to capitalize on producing an ideal beef × dairy crossbred calf. As the dairy industry continues to evolve, re-evaluation of how semen type is being allocated in US Holstein and Jersey females in the future is critical as increased adoption of newer reproductive technologies such as dairy IVF embryos, sexed beef semen, and beef IVF embryos may be more prominent.

      ACKNOWLEDGMENTS

      This work was supported by the USDA National Institute of Food and Agriculture (Washington, DC) CARE project 2021-68008-34105 to P. M. Fricke. The authors have not stated any conflicts of interest.

      REFERENCES

        • Berry D.P.
        Invited review: Beef-on-dairy-The generation of crossbred beef × dairy cattle.
        J. Dairy Sci. 2021; 104 (33663845): 3789-3819
        • Cabrera V.E.
        Economics of using beef semen on dairy herds.
        JDS Commun. 2022; 3 (36339741): 147-151
        • Carvalho P.D.
        • Santos V.G.
        • Giordano J.O.
        • Wiltbank M.C.
        • Fricke P.M.
        Development of fertility programs to achieve high 21-day pregnancy rates in high-producing dairy cows.
        Theriogenology. 2018; 114 (29627633): 165-172
        • Chebel R.C.
        • Cunha T.
        Optimization of timing of insemination of dairy heifers inseminated with sex-sorted semen.
        J. Dairy Sci. 2020; 103 (32253044): 5591-5603
        • De Vries A.
        Opportunity costs in beef-on-dairy breeding strategies.
        J. Dairy Sci. 2020; 103 (Abstr.): 45
        • Drake E.
        • Holden S.A.
        • Aublet V.
        • Doyle R.C.
        • Millar C.
        • Moore S.G.
        • Maicas C.
        • Randi F.
        • Cromie A.R.
        • Lonergan P.
        • Butler S.T.
        Evaluation of delayed timing of artificial insemination with sex-sorted sperm on pregnancy per artificial insemination in seasonal-calving, pasture-based lactating dairy cows.
        J. Dairy Sci. 2020; 103 (33069411): 12059-12068
        • Foraker B.A.
        • Frink J.L.
        • Woerner D.R.
        Invited review: A carcass and meat perspective of crossbred beef × dairy cattle.
        Transl. Anim. Sci. 2022; 6txac027
        • Fricke P.M.
        • Wiltbank M.C.
        Symposium review: The implications of spontaneous versus syncrhonized ovulations on the reproductive performance of lactating dairy cows.
        J. Dairy Sci. 2022; 105 (35307178): 4679-4689
        • Fricke P.M.
        • Wiltbank M.C.
        • Pursley J.R.
        The high fertility cycle.
        JDS Commun. 2023; 4: 127-131
        • Halfman B.
        • Sterry R.
        Dairy Farm use, and criteria for use, of beef genetics on dairy females.
        University of Wisconsin-Madison Extension, 2019
        • Holstein Association USA
        The HOLSim bull list.
        https://www.holsteinusa.com/holsim/
        Date: 2022
        Date accessed: June 8, 2022
        • Hutchison J.L.
        • Bickhart D.M.
        Sexed-semen usage for Holstein AI in the United States.
        J. Dairy Sci. 2016; 99 (Abstr.): 176
        • Lauber M.
        Holstein Semen Allocation Supplementary. Mendeley Data, V1.
        • Lauber M.
        Jersey Semen Allocation Supplementary. Mendeley Data, V1.
        • Lauber M.R.
        • Carvalho P.D.
        • Fricke P.M.
        Fertility of Jersey cows inseminated with sexed Jersey or conventional beef semen and submitted to a Double-Ovsynch protocol and timed artificial insemination versus artificial insemination after synchronization of estrus.
        J. Dairy Sci. 2022; 105 (Abstr.): 144
        • Lauber M.R.
        • McMullen B.
        • Parrish J.J.
        • Fricke P.M.
        Short communication: Effect of timing of induction of ovulation relative to timed artificial insemination using sexed semen on pregnancy outcomes in primiparous Holstein cows.
        J. Dairy Sci. 2020; 103 (32952020): 10856-10861
        • Li W.
        • Cabrera V.E.
        Economics of using beef semen.
        J. Dairy Sci. 2019; 102 (Abstr.): 112
        • Lopes G.
        • Cabrera V.E.
        Premium beef semen on dairy calculator.
        J. Anim. Sci. 2014; 92: 288
        • Lucy M.C.
        ADSA Foundation Scholar Award - Reproductive loss in high-producing dairy cattle: Where will it end?.
        J. Dairy Sci. 2001; 84 (11417685): 1277-1293
        • McWhorter T.M.
        • Hutchison J.L.
        • Norman H.D.
        • Cole J.B.
        • Fok G.C.
        • Lourenco D.A.L.
        • VanRaden P.M.
        Investigating conception rate for beef service sires bred to dairy cows and heifers.
        J. Dairy Sci. 2020; 103 (32896403): 10374-10382
        • Middleton E.L.
        • Minela T.
        • Pursley J.R.
        The high-fertility cycle: How timely pregnancies in one lactation may lead to less body condition loss, fewer health issues, greater fertility, and reduced early pregnancy losses in the next lactation.
        J. Dairy Sci. 2019; 102 (30904310): 5577-5587
        • Miller S.P.
        • Archer J.A.
        • Hely F.
        • Quinton C.
        • Retalick K.
        • Moser D.
        • Amer P.
        Selecting Angus sires for the growing beef on dairy market.
        J. Dairy Sci. 2021; 104 (Abstr.): 357
        • Mur-Novales R.M.
        • Cabrera V.E.
        What type of semen should I use? Proceedings of Dairy Cattle Reproduction Council, Reno, NV.
        Dairy Cattle Reproduction Council, 2017
        • National Association of Animal Breeders (NAAB)
        Annual reports of semen sales and custom freezing.
        https://www.naab-css.org/semen-sales
        Date: 2022
        Date accessed: November 19, 2022
        • Niles A.M.
        • Fricke H.P.
        • Carvalho P.D.
        • Wiltbank M.C.
        • Hernandez L.L.
        • Fricke P.M.
        Effect of treatment with human chorionic gonadotropin 7 days after artificial insemination or at the time of embryo transfer on reproductive outcomes in nulliparous Holstein heifers.
        J. Dairy Sci. 2019; 102 (30692012): 2593-2606
        • Norman H.D.
        • Hutchison J.L.
        • Miller R.H.
        Use of sexed semen and its effect on conception rate, calf sex, dystocia, and stillbirth of Holsteins in the United States.
        J. Dairy Sci. 2010; 93 (20655457): 3880-3890
        • Pereira J.M.V.
        • Bruno D.
        • Marcondes M.I.
        • Ferreira F.C.
        Beef semen management practices in California dairy herds.
        J. Dairy Sci. 2020; 103 (Abstr.): 118-119
        • Pereira J.M.V.
        • Marcondes M.I.
        • Ferreira F.C.
        Trends in the use of beef semen in dairy herds in the western United States.
        J. Dairy Sci. 2020; 103 (Abstr.): 118
        • SimVitro
        HerdFlex.
        https://www.simvitro.com/Herdflex
        Date: 2022
        Date accessed: June 16, 2022
        • USDA
        Beef 2017: Beef Cow-calf Management Practices in the United States, 2017.
        USDA, Animal and Plant Health Inspection Service, Veterinary Services, Centers for Epidemiology and Animal Health, and National Animal Health and Monitoring System, 2020
        • USDA NASS (USDA National Agricultural Statistics Service)
        Milk Production.
        USDA NASS, 2022
        • Valley Ag Software (VAS)
        VAS Holstein averages by herd size.
        (Revised Jan. 1, 2021.)
        • VanRaden P.M.
        Symposium review: How to implement genomic selection.
        J. Dairy Sci. 2020; 103 (32331884): 5291-5301