| | Pecos, NM | Madrid, NM | United States |
| Population | 923 | 276 | 329,725,481 |
| Female Population | 52.8% | 37.3% | 50.5% |
| Male Population | 47.2% | 62.7% | 49.5% |
| Median Age | 48.4 | 59.6 | 38.4 |
| space3 | | | |
| Population - 2010 | 1,399 | 88 | 309,327,143 |
| Population - 2000 | 1,441 | 149 | 285,036,114 |
| Population - 1990 | 1,012 | 104 | 251,960,433 |
| Pop. 2000 to Now | -8.9% | 5.4% | 15.6% |
| Pop. 1990 to Now | 29.7% | 51.0% | 30.8% |
| space4 | | | |
| Population Density | 528.9 | 198.6 | 93.4 |
| Land Area | 1.7 | 1.4 | 3,531,905.4 |
| Water Area | 0.0 | 0.0 | 264,836.8 |
| space | | | |
| Est. Total Population By Age | | | |
| | Pecos, NM | Madrid, NM | United States |
| Age 0 to 4 | 3.5% | 2.5% | 5.9% |
| Age 5 to 9 | 13.9% | 0.0% | 6.1% |
| Age 10 to 14 | 1.0% | 3.6% | 6.6% |
| Age 15 to 17 | 3.0% | 0.0% | 3.9% |
| Age 18 to 20 | 1.0% | 0.0% | 4.0% |
| Age 21 to 24 | 3.9% | 0.0% | 5.2% |
| Age 25 to 34 | 12.4% | 2.9% | 13.8% |
| Age 35 to 44 | 5.3% | 8.3% | 12.9% |
| Age 45 to 54 | 18.2% | 9.4% | 12.6% |
| Age 55 to 59 | 4.9% | 41.7% | 6.7% |
| Age 60 to 64 | 13.3% | 0.0% | 6.3% |
| Age 65 to 74 | 6.6% | 25.7% | 9.6% |
| Age 75 to 84 | 5.9% | 5.8% | 4.5% |
| Age 85 and over | 7.3% | 0.0% | 1.9% |
| space1 | | | |
| Race | | | |
| | Pecos, NM | Madrid, NM | United States |
| White | 7.0% | 100.0% | 59.4% |
| Black | 0.0% | 0.0% | 12.2% |
| Asian | 0.0% | 0.0% | 5.6% |
| Native American | 0.3% | 0.0% | 0.6% |
| Hawaiian, Pacific Islander | 0.0% | 0.0% | 0.2% |
| Other | 0.0% | 0.0% | 0.4% |
| Two or More Races | 0.0% | 0.0% | 3.2% |
| Hispanic | 92.6% | 0.0% | 18.4% |
| space2 | | | |
| Marriage & Family | | | |
| | Pecos, NM | Madrid, NM | United States |
| Married Population | 53.4% | 27.4% | 49.8% |
| Currently Married | 53.1% | 27.4% | 48.0% |
| Married but Separated | 0.4% | 0.0% | 1.8% |
| Single Population | 46.6% | 72.6% | 50.2% |
| Never Married | 25.5% | 44.4% | 33.8% |
| Divorced | 17.4% | 24.7% | 10.8% |
| Widowed | 3.7% | 3.5% | 5.6% |
| space5 | | | |
| Household Size | 2.33 | 1.33 | 2.60 |
| Households | 396 | 208 | 124,010,992 |
| Family Households | 262 | 43 | 80,755,759 |
| Married couple, w/children | 13.4% | 18.6% | 30.5% |
| Married couple, no children | 56.9% | 60.5% | 42.9% |
| Non Family Households | 134 | 165 | 43,255,233 |
| Single householder, w/children | 29.8% | 20.9% | 15.8% |
| Single householder, no children | 0.0% | 0.0% | 10.8% |