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Redemption’ in an Era of Widespread Criminal Background Checks
By Alfred Blumstein and Kiminori Nakamura
Published: 07/13/2009

Fingerprint One of the stated goals in President Barack Obama’s crime and law enforcement agenda is to break down employment barriers for people who have a prior criminal record, but who have stayed clean of further involvement with the criminal justice system. To understand how many people are affected by some of these barriers, we only need look at the widespread computerization of criminal history records in the United States.

According to the Society for Human Resource Management, more than 80 percent of U.S. employers perform criminal background checks on prospective employees.[1] Add two additional factors to that equation — advances in information technology and growing concerns about employer liability — and we can begin to understand how complicated the issue of employing ex-offenders has become.

The numbers leave no doubt that we have reached a broad penetration of criminal history records into the fabric of our society:
  • In 2006, nearly 81 million criminal records were on file in the states, 74 million of which were in automated databases.[2]
  • Another 14 million arrests are recorded every year.[3]

What does this mean for employers? And what does it mean for ex-offenders who need a job?

Consider a 40-year-old male who was convicted of burglary when he was 18 years old and has committed no further crimes. Every time he applies for a new job, he tells the potential employer that he was convicted of a felony; even if he does not state this up-front, the employer is likely to do a criminal background check. In either case, he probably will not get the job because many employers are unwilling to hire an ex-offender.[4]

This situation prompted us to ask the question: Is it possible to determine empirically when it is no longer necessary for an employer to be concerned about a criminal offense in a prospective employee’s past?

Most people would probably agree that there should be some point in time after which ex-offenders should not be handicapped in finding employment. The question is when, precisely, should this occur? In the case of our hypothetical 40-year-old, when should a prospective employer no longer consider a burglary that was committed more than two decades earlier if the job applicant has stayed clean since then?

Currently, employers have no empirical guidance on when it might be considered safe to overlook a past criminal record when hiring an ex-offender for a particular job. Employers generally pick an arbitrary number of years for when the relevance of a criminal record should expire: five or 10 years, for example. It goes without saying that different types of employers will have different sensitivities about the potential employee’s criminal record. Those serving vulnerable populations like children and the elderly would be particularly sensitive to a prior record involving violence, while a bank hiring a teller would be particularly sensitive to property crimes. A hiring crew for a construction company might be far less sensitive to most prior records.

The point is that determining when a potential employee’s criminal record may no longer be relevant has, to date, been an arbitrary exercise. Although considerable research has been done on how to forecast possible criminal behavior, no empirical basis has been found for deciding when a person’s record is stale enough for an employer to consider it no longer useful or relevant.[5]

Until now.

The National Institute of Justice funded our study to “actuarially” estimate a point in time when an individual with a criminal record is at no greater risk of committing another crime than other individuals of the same age. Although our research is ongoing — and our findings, discussed in this article, are preliminary — we have created a model for providing empirical evidence on when an ex-offender has been clean long enough to be considered, for employment purposes, “redeemed.” An in-depth discussion of our findings and research methods appears in the May 2009 issue of Criminology.[6]

What We Have Known for years

It is well known — and widely accepted by criminologists and practitioners alike — that recidivism declines steadily with time clean.7 Most detected recidivism occurs within three years of an arrest and almost certainly within five years.[8] But is it possible to identify when the risk of recidivism has declined sufficiently to be considered irrelevant in hiring decisions?

In our study, we obtained the criminal history records of 88,000 individuals who were arrested for the first time in New York state in 1980.9 First, we determined whether they had committed any other crime(s) during the ensuing 25 years or if they had stayed clean. Then we compared this data against two populations:
  1. People in the general population who were the same age.[10]
  2. People of the same age who had never been arrested.[11]

Our goal was to determine empirically at what point in time the risk of recidivism for people in our study group was no greater than the risk for our two comparison populations. [11] To do this, we plotted data curves to determine when the risk of re-arrest for individuals in our study group:
  • Dropped below the risk of arrest for same-aged people in the general population.
  • Approached the risk of arrest for people who had never been arrested.

We believe that our analysis provides the criminal justice community with the first scientific method for estimating how long is “long enough” for someone with a prior record to remain arrest-free before he or she should be considered “redeemed” by a prospective employer.

Determining the Hazard Rate

Our analysis was based on a statistical concept called the “hazard rate.” The hazard rate is the probability, over time, that someone who has stayed clean will be arrested. For a person who has been arrested in the past, the hazard rate declines the longer he stays clean.

To determine the hazard rate for our study group, we looked at two factors:
  • Age at the time of the 1980 (first) arrest.
  • Type of crime.

We then compared these hazard rates, as they declined over time, to people of the same age in the general population. For these data, we used the arrest rate (the age-crime curve) from the Uniform Crime Reports, maintained by the Federal Bureau of Investigation.

In the figure on page 13, we show the hazard rate for 18-year-olds when they were arrested for a first offense of one of three crimes: robbery, burglary and aggravated assault. The figure shows that for robbery, the hazard rate declined to the same arrest rate for the general population of sameaged individuals at age 25.7, or 7.7 years after the 1980 robbery arrest. After that point, the probability that individuals would commit another crime was less than the probability of other 26-year-olds in the general population.

Figure from page 13

The figure also shows our analysis for burglary and aggravated assault. The hazard rates of people who committed burglary at age 18 declined to the same as the general population somewhat earlier: 3.8 years post-arrest at age 21.8. For aggravated assault, the hazard rates of our study group and the general population of same-aged individuals occurred 4.3 years post-arrest or at age 22.3.

Individuals who were arrested for robbery at age 18 had to stay clean longer than those who were arrested for burglary or aggravated assault to reach the same arrest rate as same-aged people in the general population.

We also looked at the effect of the arrestee’s age at the time of his first arrest in 1980. We examined the hazard rates for three ages of people in our study group — 16, 18 and 20 years old — who were arrested for robbery in 1980. Based on the criminal histories of these people, we found that individuals who were first arrested when they were 18 years old had the same arrest rate 7.7 years later as a same-aged individual in the general population. In contrast, those whose first arrest occurred at age 16 crossed the curve for a same-aged individual in the general population 8.5 years later, and individuals who were first arrested at age 20 crossed their curve 4.4 years after their first arrest.

Thus, our analysis showed that the younger an offender was when he committed robbery, the longer he had to stay clean to reach the same arrest rate as people his same age in the general population. We also performed the same analysis for the first offenses of burglary and aggravated assault and found similar results.

Comparing Hazard Rates to the never-Arrested

As noted earlier, our study also compared hazard rates to people who had never been arrested. Needless to say, the hazard rates for people in our study group (because they had been arrested) would never be the same as the hazard rate for people who had never been arrested. But it is reasonable to expect that an ex-offender’s hazard rate gets close enough — the longer he stays clean — for an employer performing a criminal background check to determine acceptability for a particular position.

The higher an employer’s risk tolerance — that is, the closer a prospective employer would have to get to the hazard rate of the never-arrested — the longer an ex-offender would have to stay clean.

How Robust Were our Results?

Our preliminary results are limited to people who were arrested in New York state in 1980. Our next step will be to determine if the data hold true at other times and in other places. For example, we want to see whether we get similar results if we draw upon a sample of people who were arrested for the first time in 1985 and in 1990 because these years were quite different from 1980 in a number of important ways:
  • 1980 was a peak crime year due to demographic shifts of baby boomers aging out of the high-crime ages.
  • 1985 saw a “trough in crime rates” before young people were recruited to sell crack as older crack sellers were sent to prison.
  • 1990 was near a peak before the beginning of the crime drop in the 1990s.[12]

If we find that the hazard rates for exoffenders in these years are similar to what we have found in our preliminary analysis, the usefulness of our hazard-rate analysis method would be strengthened.

Note that our analysis looked at any crime as the marker for when a second arrest occurs; we would also like to examine the relative risk of a specific second crime because, as we stated earlier, different types of employers have different risk tolerances for particular crimes.

We also want to test our risk-analysis model with data from different states. Although it is possible that variations in local populations and arrest practices may affect the results, we anticipate that they would be reasonably close.

Another aspect of future research will explore the possibility that some of the individuals in our study group who looked clean in New York state might have been arrested in another state. We will access FBI records to determine if an individual with no further arrests in New York may have been arrested in New Jersey or Florida, for example.

Public Policy implications

We believe that our preliminary findings and ongoing research offer an opportunity to think about when an ex-offender might be “redeemed” for employment purposes — that is, when his or her criminal record empirically may be shown to be irrelevant as a factor in a hiring decision.

People performing criminal background checks would find it valuable to know when an ex-offender has been clean long enough that he presents the same risk as other people in the general population. Employers also might be more likely to use this type of analysis if there were state statutes protecting them against due diligence liability claims when they adhered to reasonable risk-analysis findings.

We also believe that our findings could play an important role in policy discussions about the maintenance of and access to criminal record databases. Considerable policy control rests with those who oversee state criminal history repositories. These decision-makers could establish policies that prevent repositories from distributing records that are determined by hazardrate analysis to be no longer relevant. Or repositories could seal or even expunge old records if they are deemed, based on such an analysis, to be no longer relevant to assessing future risk. Such policy decisions would inevitably vary from state to state and be driven by other relevant considerations, but policymakers may find valuable guidance in our research findings and methods for considering such decisions.

For example, officials who manage repositories of criminal records could inform prospective employers (and others who access criminal history records) when such records are “stale” — that is, when a recidivism risk analysis demonstrates that a prior arrest or conviction is no longer meaningfully relevant. Pardon boards, too, could use this type of analysis to decide when to grant a pardon to an applicant.

Where to from Here?

At a meeting of the American Society of Criminology in the early 1970s, one of the panelists argued against computerization — that was just then beginning — of criminal history records. Computers, he maintained, didn’t understand the Judeo-Christian concept of “redemption.” Another panelist challenged him, stating that paper records certainly did not understand that concept … but at least computers could be “taught.” Our research is looking at what we might “teach” those computers.

As we said at the beginning of this article, our research is ongoing and needs much further robustness testing to ensure that findings apply more universally, beyond our study group of first-time 1980 arrestees in New York. Nonetheless, we believe that these findings represent the first empirical evidence on “redemption times” and how these could affect policies aimed at enhancing employment opportunities for ex-offenders.

NCJ 226872

About the Authors

Alfred Blumstein, Ph.D., is the J. Erik Jonsson University Professor of Urban Systems and Operations Research and former dean at the Heinz College of Carnegie Mellon University. In 1987, Blumstein received the American Society of Criminology’s Sutherland Award for his contributions to research; he was president of the ASC from 1991 to 1992. In 2007, Blumstein was awarded the Stockholm Prize in Criminology. His research started when he was director of the task force on science and technology for the 1965-1967 President’s Crime Commission and has covered many aspects of criminal justice, including crime measurement, criminal careers, sentencing, deterrence and incapacitation, prison populations, demographic trends, juvenile violence, and drug-enforcement policy.

Kiminori Nakamura is a doctoral student at the Heinz College of Carnegie Mellon University. His research interests include the dimensions of a criminal career, life-course (developmental) criminology, recidivism, collateral consequences of criminal history records, and quantitative methods such as social network analysis. Nakamura received his M.A. in demographic and social analysis in 2005 and his B.A. in criminology, law and society in 2004 from the University of California, Irvine.

  1. Burke, M.E., 2004 Reference and Background Checking Survey Report: A Study by the Society for Human Resource Management, Alexandria, VA: Society for Human Resource Management, 2006.
  2. Bureau of Justice Statistics, Survey of State Criminal History Information Systems, 2003, Criminal Justice Information Policy Report, Washington, DC: Bureau of Justice Statistics, February 2006 (NCJ 210297), available at www.ojp.usdoj.gov/bjs/pub/pdf/ sschis03.pdf.
  3. Federal Bureau of Investigation, Crime in the United States, 2007, Washington, DC: Federal Bureau of Investigation, September 2008, available at www.fbi.gov/ucr/cius2007.
  4. Holzer, H.J., S. Raphael, and M.A. Stoll, “Perceived Criminality, Criminal Background Checks, and the Racial Hiring Practices of Employers,” Journal of Law and Economics 49 (2) (October 2006): 451-480.
  5. Research has shown that the risk of offend ing for those with criminal records converges toward the risk for those without a record as substantial time passes. See Kurlychek, M.C., R. Brame, and S.D. Bushway, “Scarlet Letters and Recidivism: Does an Old Criminal Record Predict Future Offending?” Criminology & Public Policy 5 (3) (September 2006): 483-504; and Kurlychek, M.C., R. Brame, and S.D. Bushway, “Enduring Risk? Old Criminal Records and Predictions of Future Criminal Involvement,” Crime & Delinquency 53 (1) (2007): 64-83.
  6. See Blumstein, A., and K. Nakamura, “Redemption in the Presence of Widespread Criminal Background Checks,” Criminology 47 (2) (May 2009).
  7. Maltz, M.D., Recidivism, Orlando, FL: Academic Press, August 1984.
  8. Beck, A.J., and B.E. Shipley, Recidivism of Prisoners Released in 1983, Special Report, Washington, DC: Bureau of Justice Statistics, April 1989 (NCJ 116261), avail able at www.ojp.usdoj.gov/bjs/pub/pdf/ rpr83.pdf; and Langan, P.A., and D.J. Levin, Recidivism of Prisoners Released in 1994, Special Report, Washington, DC: Bureau of Justice Statistics, June 2002 (NCJ 193427), available at www.ojp.usdoj.gov/bjs/pub/pdf/ rpr94.pdf.
  9. Data were provided by the New York State Division of Criminal Justice Services; we thank David van Alstyne, a research manager in that office, for his support in this research study. All data were provided with no individ ual identifiers — that is, all names and other identifying information were removed before the data were given to us.
  10. “General population” included people with no arrests as well as ex-offenders who had served their time and were back in the general population.
  11. All of the findings reported in this article are based on arrest records. As our research continues, we will address case disposi tion. We anticipate that hazard rates in our ongoing analyses will be somewhat higher because they will not include individuals who were not charged or who were found to be not guilty.
  12. Blumstein, A., and J. Wallman, eds., The Crime Drop in America, 2nd ed., Cambridge: Cambridge University Press, 2006.


  1. lucas on 07/17/2009:

    good info,but how do you figure it out if you got out of prison in 2004 on parole and your parole was over in may 5 2009 ?

  2. CHZBURGR on 07/15/2009:

    I have been in corrections for twelve years the last three as a probation and parole officer. I understand the challenges faced by many felons. On the flip side of that I have seen felons with a strong desire to succeed accomplish many things. What would be a fair and appropriate way to handle this? W. Lanphier

  3. Best Jail.com on 07/15/2009:

    I think that a person should be given another chance. They are allowing those that have a record reinstate their right to vote so why can't they have the same opportunity to get a job. There are so many that would change their life around if they could get a job as well as those who wouldn't but they at least should get the chance because we know they are going to go back to selling drugs, stealing, robbing or what ever criminal acts they were doing if thats the only thing available. Some jobs like McDonalds, Burger King, IHop and others are given government funds for hiring these people but no one can live off of minimum wages thats like an insult. They should get some type of training in an area that allows them an opportunity to learn a skill that they truly can get a job. I have worked in Corrections for 17 years 10 in the prison system and 7 in the county and I have seen the repeat offender come back time and time again and one of the reasons they say is they can't get a job........

  4. DC on 07/13/2009:

    The person who submitted the above claim that an employer can only in most cases consider criminal history that occured in the past 7 years needs to stay in touch with current Federal law. The old "7 year rule" which was originally part of the Fair Credit Reporting Act was rescinded by Congress in 1998 by the Consumer Reporting Employment Clarification Act and there is now no limitation in Federal Law that limits how far back criminal history can be considered by an employer. Also, the naive "academics" who authored the above "Redemption" article are basing their conclusions on the premis that a person who has not been caught and "convicted" in "X" number of years has suddenly turned into a wonderful and crime free good citizen. In reality, absence of more recent criminal activity since their "youthful" indiscretion might mean nothing -- other than the fact that they got smart, more careful, and have avoided being caught and prosecuted in recent years. And what about the criminals who are caught but "beat the rap" in court or more commonly have subsequent charges "dismissed" after a plea of guilty and deferred adjudication? No doubt some criminals go straight, but the assumtions on which the authors seem to basing their study are not realistic. Remember the old adage "Once a thief, always a thief."

  5. Integrascan on 07/13/2009:

    The statistics on this study are very impressive, but the article does not address current state and federal labor laws. An employer can only consider criminal records up to 7 years prior to the application in the hiring process and 10 years if the potential employee is working with children or the elderly. Employers could be subject to liability if they reject a potential employee do to a crime committed 20 years ago. Employers are subject to the adverse action law that requires the employer to provide the Criminal Background Check that was obtained to the subject of the search showing the reason for the decision not to hire. The laws surrounding this issue are clear and only in the cases of sexual crimes should an employer consider what criminal records existed prior to 10 years ago. I am an employee with a Background check company called IntegraScan and we are asked for adverse action reports daily. IntegraScan believes that a person should not be chastised for minor crimes committed when they were young and Employers should follow the guidelines set forth regarding Criminal Background Checks by the U.S. Labor Department. T. Sweet

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