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. 2016 Jun;58(6):631-5.
doi: 10.1097/JOM.0000000000000740.

A Validation Method to Determine Missing Years of Birth in a Cohort Study of Shipyard Workers Using Social Security Number

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A Validation Method to Determine Missing Years of Birth in a Cohort Study of Shipyard Workers Using Social Security Number

Citadel J Cabasag et al. J Occup Environ Med. 2016 Jun.

Abstract

Objective: The objective of the study is to evaluate the generalizability and feasibility of a prediction method developed by Block et al (1983) to estimate missing age of workers by using their Social Security Numbers (SSNs).

Methods: Our study used a retrospective occupational cohort of about 15,000 workers from the Long Beach Naval Shipyard (1978 to 1985).

Results: Our results showed an 89.2% agreement (P < 0.0001) between the predicted and observed years of birth using Block's method. The correlation increased to 93.1% (P < 0.0001) after our modifications by removing workers with SSNs issued in U.S. territories. The method performed better in shipyard workers who obtained their SSNs after 1950.

Conclusion: Although the method is useful in imputing missing age, the accuracy is dependent on the year, age, and location of SSN issuance.

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Conflict of interest statement

Conflict of Interest:

All authors have no conflict of interest.

Figures

Figure 1
Figure 1
Outline of the Long Beach Naval Shipyard cohort (1978–1985) validation study of Block’s method to predict years of birth using Social Security Numbers. LBNS, Long Beach Naval Shipyard; RRB, Railroad Board; SSN, Social Security Number.
Figure 2
Figure 2
Relationships between predicted and observed years of birth in LBNS-VC workers (n = 6,980). A) unmodified Block’s method, B) Block’s method with modification II. Arrow is cluster of workers with U.S. territories-issued SSN

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References

    1. Blakely T, Salmond C. Probabilistic record linkage and a method to calculate the positive predictive value. Int J Epidemiol. 2002;31:1246–52. - PubMed
    1. Williams R. Missing Data Part 1: Overview, Traditional Methods 2015. Available at: https://www3.nd.edu/~rwilliam/stats2/l12.pdf. [Accessed June 17, 2015]
    1. Meray N, Reitsma JB, Ravelli AC, Bonsel GJ. Probabilistic record linkage is a valid and transparent tool to combine databases without a patient identification number. J Clin Epidemiol. 2007;60:883–91. - PubMed
    1. Sterne JA, White IR, Carlin JB, et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ. 2009;338:b2393. - PMC - PubMed
    1. Block G, Matanoski GM, Seltser RS. A method for estimating year of birth using social security number. Am J Epidemiol. 1983;118:377–95. - PubMed

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