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Table 4 Logit results of dairy farmer adoption of breeding and/or biological technologies, 2010 (Standard errors in parenthesis)

From: The adoption of technologies, management practices, and production systems in U.S. milk production

Variable

Units

Artificial Insemination

Embryo Transfer and/or Sexed Semen

Recombinant Bovine Somatotropin

  

β

Marg Effect

β

Marg Effect

β

Marg Effect

Constant

 

0.5505 (0.5881)

 

–1.1789** (0.5862)

 

–2.1980** (0.9552)

 

Farm Structure

       

Cows

No./100

0.0904** (0.0039)

0.0124 (0.0050)

–0.0080 (0.0137)

–0.0011 (0.0020)

0.0227 (0.0156)

0.0014 (0.0010)

Acres

No./100

–0.0026 (0.0203)

–0.0004 (0.0030)

0.0430*** (0.0150)

0.0058*** (0.0020)

0.0759*** (0.0258)

0.0047*** (0.0020)

Owned

Portion

0.0272 (0.0947)

0.0037 (0.0130)

0.1152 (0.1086)

0.0156 (0.0146)

0.2500** (0.1140)

0.0153** (0.0069)

Specialized

Portion

1.3565*** (0.5033)

0.1857*** (0.0704)

0.2655 (0.4738)

0.0359 (0.0642)

0.8526 (0.7443)

0.0523 (0.0458)

Organic

0-1

–1.0418*** (0.1950)

–0.1848*** (0.0378)

–1.7048*** (0.2730)

–0.1428*** (0.0189)

  

Pasture-based

0-1

–0.6382*** (0.2245)

–0.0990*** (0.0385)

–0.2700 (0.3065)

–0.0345 (0.0367)

–0.5205 (0.4887)

–0.0280 (0.0224)

Farmer Demographics

       

Age

Yrs./10

0.0585 (0.0842)

0.0080 (0.0116)

–0.1524* (0.0834)

–0.0206* (0.0112)

–0.2132 (0.1448)

–0.0131 (0.0089)

College

0-1

0.9075*** (0.2945)

0.0979*** (0.0243)

0.7171*** (0.2473)

0.1156** (0.0456)

0.3967 (0.3398)

0.0278 (0.0265)

Regions

       

West

0-1

–1.3309*** (0.4031)

–0.2591*** (0.0948)

–0.5137 (0.3592)

–0.0584* (0.0351)

–3.1607*** (1.2306)

–0.0663*** (0.0104)

Pacific

0-1

–0.2934 (0.3836)

–0.0438 (0.0618)

0.1479 (0.3170)

0.0209 (0.0463)

–1.2464** (0.5305)

–0.0488*** (0.0142)

Southeast

0-1

–2.0875*** (0.3188)

–0.4461*** (0.0723)

–0.5125 (0.4233)

–0.0581 (0.0408)

  

Corn Belt

0-1

–0.9362*** (0.2398)

–0.1550*** (0.0445)

–0.0845 (0.2577)

–0.0112 (0.0338)

–1.0171*** (0.3797)

–0.0481*** (0.0152)

Northern Plains

0-1

–0.6402 (0.4731)

–0.1066 (0.0917)

–0.2606 (0.4214)

–0.0323 (0.0481)

–0.7839 (0.5455)

–0.0349* (0.0179)

Appalachia

0-1

–1.9202*** (0.2434)

–0.3981*** (0.0543)

–0.1872 (0.2756)

–0.0239 (0.0337)

–2.2961*** (0.7466)

–0.0647*** (0.0115)

Northeast

0-1

–0.0168 (0.2927)

–0.0023 (0.0403)

0.0724 (0.2900)

0.0099 (0.0400)

–0.2535 (0.3408)

–0.0148 (0.0189)

Southern Plains

0-1

–2.5655*** (0.3651)

–0.5501*** (0.0733)

–1.7184** (0.6979)

–0.1319*** (0.0271)

–2.6556* (1.5891)

–0.0643*** (0.0126)

Diagnostics

       

Pseudo R-square

 

0.1217

 

0.0459

 

0.0892

 
  1. Note: *, **, and *** indicate significance at the P ≤0.10, P ≤0.05, and P ≤0.01 levels, respectively.