Change in marginal probability of having a nonstandard work arrangement, workers ages 25+, 2005 and 2017
| 2005 | 2017 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent contractors | On-call workers | Temp agency workers | Contract company workers | Day laborers | Contingent workers | Independent contractors | On-call workers | Temp agency workers | Contract company workers | Day laborers | Contingent workers | |
| By gender | ||||||||||||
| Female | -0.040*** | 0.004* | 0.003** | -0.004*** | -0.001 | 0.006** | -0.033*** | 0.001 | 0.001 | -0.004*** | -0.001 | 0.002 |
| (0.003) | (0.001) | (0.001) | (0.001) | (0.001) | (0.002) | (0.003) | (0.002) | (0.001) | (0.001) | (0.001) | (0.002) | |
| By age (ages 25β54 as reference) | ||||||||||||
| 55β64 | 0.032*** | -0.001 | 0.000 | 0.000 | 0.000 | -0.003 | 0.027*** | 0.001 | -0.001 | -0.001 | 0.001 | -0.004 |
| (0.005) | (0.002) | (0.002) | (0.001) | (0.001) | (0.003) | (0.004) | (0.002) | (0.001) | (0.001) | (0.002) | (0.002) | |
| 65+ | 0.102*** | 0.022*** | -0.001 | -0.002 | 0.000 | 0.022*** | 0.094*** | 0.026*** | 0.005 | 0.006** | 0.003 | 0.007 |
| (0.010) | (0.005) | (0.003) | (0.002) | (0.002) | (0.007) | (0.007) | (0.005) | (0.002) | (0.002) | (0.004) | (0.004) | |
| By education level (HS as reference) | ||||||||||||
| LTHS | -0.006 | 0.006 | 0.005* | 0.003 | 0.003* | 0.012** | 0.025*** | -0.007 | -0.002 | -0.002 | 0.002 | 0.016** |
| (0.007) | (0.004) | (0.003) | (0.002) | (0.002) | (0.005) | (0.008) | (0.004) | (0.003) | (0.002) | (0.002) | (0.005) | |
| Some college | 0.007 | 0.000 | 0.001 | 0.002 | -0.001 | -0.001 | 0.004 | -0.006 | -0.004** | -0.000 | -0.000 | -0.004 |
| (0.004) | (0.002) | (0.001) | (0.001) | (0.001) | (0.003) | (0.004) | (0.004) | (0.002) | (0.001) | (0.001) | (0.002) | |
| College | 0.009 | 0.001 | 0.000 | 0.001 | -0.002** | 0.007* | 0.006 | -0.009* | -0.005** | 0.001 | 0.000 | 0.003 |
| (0.005) | (0.002) | (0.001) | (0.001 | (0.001) | (0.003) | (0.004) | (0.004) | (0.002) | (0.001) | β | (0.003) | |
| Advanced degree | 0.010 | -0.004 | -0.006*** | 0.003 | -0.002* | 0.012** | -0.003 | -0.010* | -0.007*** | -0.000 | 0.000 | 0.012*** |
| (0.005) | (0.002) | (0.001) | (0.002) | (0.001) | (0.004) | (0.004) | (0.005) | (0.002) | (0.001) | β | (0.003) | |
| By race/ethnicity (white as reference) | ||||||||||||
| Black | -0.040*** | -0.004 | 0.013*** | 0.002 | 0.001 | 0.016** | -0.026*** | -0.001 | 0.015*** | 0.003 | 0.001 | 0.009* |
| (0.005) | (0.003) | (0.003) | (0.002) | (0.001) | (0.005) | (0.005) | (0.003) | (0.003) | (0.002) | (0.001) | (0.004) | |
| Hispanic | -0.028*** | 0.000 | 0.003 | -0.003* | 0.003 | 0.008* | -0.031*** | -0.001 | 0.008*** | 0.006* | 0.004* | 0.011** |
| (0.006) | (0.003) | (0.002) | (0.001) | (0.002) | (0.004) | (0.005) | (0.003) | (0.002) | (0.002) | (0.002) | (0.004) | |
| Asian | -0.019* | -0.009** | 0.004 | -0.001 | 0.000 | 0.000 | -0.043*** | -0.005 | 0.007* | 0.016*** | 0.002 | 0.002 |
| (0.009) | (0.003) | (0.003) | (0.002) | β | (0.005) | (0.005) | (0.003) | (0.003) | (0.004) | (0.002) | (0.004) | |
| Other | -0.006 | 0.009 | 0.005 | -0.001 | 0.000 | 0.015 | 0.011 | 0.004 | 0.003 | 0.009 | 0.000 | 0.014 |
| (0.015) | (0.008) | (0.006) | (0.003) | β | (0.011) | (0.017) | (0.008) | (0.006) | (0.007) | β | (0.011) | |
| By immigrant status (U.S.-born as reference) | ||||||||||||
| Immigrant | -0.012 | 0.003 | 0.003 | 0.004* | 0.003** | 0.022*** | 0.019*** | 0.005* | 0.002 | -0.004* | 0.001 | 0.012*** |
| (0.007) | (0.003) | (0.002) | (0.001) | (0.001) | (0.004) | (0.005) | (0.003) | (0.002) | (0.002) | (0.002) | (0.003) | |
| N | 38,891 | 38,891 | 38,891 | 37,259 | 25,991 | 38,891 | 43,056 | 43,056 | 43,056 | 42,168 | 9,047 | 43,056 |

*** p < 0.001, ** p < 0.01, * p < 0.05
Notes:Β βNβ is the number of workers in the sample. Robust standard errors in parentheses. The coefficients are estimated marginal effects from a probit model. All models control for education, race, immigrant status, and state. LTHS is βless than high schoolβ and HS is βhigh school.β
Source: CEPR analysis of Contingent Worker Supplement to Current Population Survey microdata from the U.S. Census Bureau