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Volumn 30, Issue 1, 2003, Pages 25-51

Contextual Effects of Military Presence on Women's Earnings

Author keywords

discipline based; generic; mentoring; study skills

Indexed keywords


EID: 2142727356     PISSN: 0095327X     EISSN: None     Source Type: Journal    
DOI: 10.1177/0095327X0303000102     Document Type: Article
Times cited : (20)

References (67)
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    • Jacksonville, North Carolina is an example. Jacksonville contains within its commuting boundaries at least two major military installations: Camp Lejeune Marine Corps Base and the New River Marine Corps Air Station. Together, these bases employ over 45,000 active-duty Marines and an additional 4,800 civilian personnel. Additionally, nearly 60,000 military family members reside in the Jacksonville area, Phoenix, AZ: Oryx Press
    • Jacksonville, North Carolina is an example. Jacksonville contains within its commuting boundaries at least two major military installations: Camp Lejeune Marine Corps Base and the New River Marine Corps Air Station. Together, these bases employ over 45,000 active-duty Marines and an additional 4,800 civilian personnel. Additionally, nearly 60,000 military family members reside in the Jacksonville area. William R. Evinger, Directors of U.S. Militars Bases Worldwide (Phoenix, AZ: Oryx Press. 1995).
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    • Washington, DC: Bureau of the Census, Of the total sample, a small number of respondents (less than 1%) were removed from the analysis either because of negative values on the earnings variable, or values of zero on the variable representing years of education. Those with reported earnings of $0 and above have had $1.00 added to their earnings so that the natural log could be obtained
    • U.S. Census of Population and Housing, Public Use Microdata Sample: Technical Documentation (Washington, DC: Bureau of the Census, 1990), B-16. Of the total sample, a small number of respondents (less than 1%) were removed from the analysis either because of negative values on the earnings variable, or values of zero on the variable representing years of education. Those with reported earnings of $0 and above have had $1.00 added to their earnings so that the natural log could be obtained.
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    • The effect of military presence on women's earnings persists when only full-time workers (35 hours per week or more) are included in the analyses
    • The effect of military presence on women's earnings persists when only full-time workers (35 hours per week or more) are included in the analyses.
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    • All LMA-level measures are aggregated from data on individual respondents and were calculated using the total number of labor force participants male and female in the PUMS-L sample that had non-missing values on the 1990 Census variable R LABOR (n = 545,989)
    • All LMA-level measures are aggregated from data on individual respondents and were calculated using the total number of labor force participants male and female in the PUMS-L sample that had non-missing values on the 1990 Census variable R LABOR (n = 545,989).
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    • Regional concentration is a characteristic that the military shares with many industries within the U.S. economy, such as mining, agriculture, and automobile production
    • Regional concentration is a characteristic that the military shares with many industries within the U.S. economy, such as mining, agriculture, and automobile production.
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    • Social scientists routinely relax the assumption of normality with regard to independent variables in regression if sample sizes are large however, a log linear transformation of the military presence variable was constructed in order to gauge the effects of an alternative measure with a less skewed distribution. Though the log of military presence did indeed improve the distribution of the variable, the distribution still did not approach normality, and comparisons of the effects of standardized betas of both measures on standardized dependent variables did not differ substantially in either the significance or magnitude of the effects
    • Social scientists routinely relax the assumption of normality with regard to independent variables in regression if sample sizes are large however, a log linear transformation of the military presence variable was constructed in order to gauge the effects of an alternative measure with a less skewed distribution. Though the log of military presence did indeed improve the distribution of the variable, the distribution still did not approach normality, and comparisons of the effects of standardized betas of both measures on standardized dependent variables did not differ substantially in either the significance or magnitude of the effects.
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    • Proportion service is composed of all occupations defined as service by the Standard Industrial Classification (SIC) used in the 1990 Census, with the exception of public service occupations such as those serving in fire and police departments. The measure also includes retail sales and cashier occupations from the technical/sales occupational sector. The measure approximates the local concentration of dead-end jobs, many of which have both male and female incumbents
    • Proportion service is composed of all occupations defined as service by the Standard Industrial Classification (SIC) used in the 1990 Census, with the exception of public service occupations such as those serving in fire and police departments. The measure also includes retail sales and cashier occupations from the technical/sales occupational sector. The measure approximates the local concentration of dead-end jobs, many of which have both male and female incumbents.
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    • For the intercept (foj) to reflect the average earnings of a white worker living in a market without a military presence, it is necessary to leave the race, ethnicity, and military presence variables uncentered
    • For the intercept (foj) to reflect the average earnings of a white worker living in a market without a military presence, it is necessary to leave the race, ethnicity, and military presence variables uncentered.
  • 59
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    • While it would have been advantageous to allow the slope for the military wife measure to vary randomly in order to measure specifically the effect of military presence on the earnings of military wives, the small number of military spouses in most LMAs precluded this decision due to low reliability estimates. Thus the variance of this measure had to remain “fixed” across LMAs
    • While it would have been advantageous to allow the slope for the military wife measure to vary randomly in order to measure specifically the effect of military presence on the earnings of military wives, the small number of military spouses in most LMAs precluded this decision due to low reliability estimates. Thus the variance of this measure had to remain “fixed” across LMAs.
  • 60
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    • The intercept reported in Table 3 is higher than that shown in Table 2 because of the decision to leave the race and ethnicity variables uncentered. As a result, P,, reflects the average earnings of white women workers only
    • The intercept reported in Table 3 is higher than that shown in Table 2 because of the decision to leave the race and ethnicity variables uncentered. As a result, P,, reflects the average earnings of white women workers only.
  • 61
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    • The 95 percent confidence intervals reported for these point estimates are calculated using the standard errors of the model's coefficients. For example, in the case of the earnings penalties associated with Hispanic ethnicity, the standard error of the coefficient reported for the Hispanic variable is.01 1. The resulting 95% confidence interval is:, (.029 ± [.011 1.96]) The upper and lower values are calculated using the antilog function: 9.10 = 9.05, or $8.519, and 9.10008 = 9.09, or $8,884. Each value is subtracted from the antilog of of, or $8,955, to determine the 95%/G confidence interval surrounding the earnings penalty estimated by the coefficient
    • The 95 percent confidence intervals reported for these point estimates are calculated using the standard errors of the model's coefficients. For example, in the case of the earnings penalties associated with Hispanic ethnicity, the standard error of the coefficient reported for the Hispanic variable is.01 1. The resulting 95% confidence interval is:, (.029 ± [.011 1.96]) The upper and lower values are calculated using the antilog function: 9.10 = 9.05, or $8.519, and 9.10008 = 9.09, or $8,884. Each value is subtracted from the antilog of of, or $8,955, to determine the 95%/G confidence interval surrounding the earnings penalty estimated by the coefficient.
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    • Because the estimated fixed effects do not change markedly from the random coefficients model to the full HLM, the fixed effects are not shown in Table 4. The slightly higher intercept (pOj) reported in Table 4 results from the decision to leave military presence uncentered for ease of interpretation. The intercept now represents mean earnings for a white woman (who is not a military wife), with average characteristics, residing in an LMA with average characteristics but with a military presence of zero
    • Because the estimated fixed effects do not change markedly from the random coefficients model to the full HLM, the fixed effects are not shown in Table 4. The slightly higher intercept (pOj) reported in Table 4 results from the decision to leave military presence uncentered for ease of interpretation. The intercept now represents mean earnings for a white woman (who is not a military wife), with average characteristics, residing in an LMA with average characteristics but with a military presence of zero.
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