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Human Capital and the Public Sector

Written by John Schmitt   
Wednesday, 23 February 2011 11:00

For over a year now, a debate has been raging over whether public-sector workers are paid too much. In the last few days, spurred by the protests in Wisconsin, Jim Manzi, Kevin Williamson and other conservative newcomers to the debate have been embarrassing themselves and making things uncomfortable for some of their fellow conservatives who have been engaged in the debate longer.

If like Manzi, you are new to this, you'd be excused for thinking that the main issue is whether or not it makes sense to gauge the level of public-sector pay using what economists call "human capital" models. These models are among the oldest and most successful empirical models in all of economics. They argue that workers' wages and benefits generally reflect their level of education and their work experience, both of which are proxies for their underlying skills or productivity on the job. A vast empirical literature supports this view, showing a strong relationship between pay, education and experience, in virtually every country and every period that economists have ever examined. That said, even this strong empirical relationship leaves a lot of the variation in wages across workers unexplained. Even with identical levels of education and experience, women make less than men, blacks less than whites, residents of Wyoming less than residents of Connecticut. And even among, say, white women who live in Connecticut and have the exact same level of education and experience, pay can vary substantially. Typically, "human capital" models are lucky to explain 30 or 40 percent of the total variation in wages.

Manzi criticizes recent research in this vein by Rutgers University economist Jeffrey Keefe, who has analyzed the pay of state and local employees nationally and in several states including Wisconsin, for the Economic Policy Institute. (The National Institute for Retirement Security, the Political Economy Research Institute, and CEPR have done similar research.) For Wisconsin, Keefe's standard human capital model showed that state and local public workers receive about five percent less in total compensation than a worker with similar basic characteristics in the private sector.

Manzi argues that Keefe's approach ignores "an all-but-infinite number of ... relevant potential differences between the weight[ed]-average public-sector worker and the weight[ed] average private-sector worker." Manzi's argument is over-the-top -- there may be an "all-but-infinite number" of potential factors -- but there are actually a fairly small number of factors that Keefe has not included that could be relevant: say, the type of education (an English versus an engineering degree); on-the-job training (more likely in the public sector than in the private sector); different degrees of motivation or ambition; a worker's raw "intelligence" (however that can be measured); and a few others. But, Manzi's argument is also basically correct. We know that human capital models explain well less than half of the variation in pay across workers, so we know that they leave a lot out.

The real question over the last year or so, however, is not whether human capital models are a perfect measure of differences in pay between public and private sector workers. The real question is whether they are a better way to measure differences than using simple raw averages. USA Today, for example, has specialized in comparing the average compensation of all public workers and comparing this with the average compensation of all private-sector workers (see, for example, "Federal workers earning double their private counterparts"). And this has become a standard conservative talking point.

John Boehner: ""It’s gotten to a point where the average federal worker makes twice as much as the average private sector worker." 

Tim Pawlenty: "Federal employees receive an average of $123,049 annually in pay and benefits, twice the average of the private sector. And across the country, at every level of government, the pattern is the same." 

Rand Paul: "The average federal employee makes $120,000 a year. The average private employee makes $60,000 a year."

(Hat tip: RolandC.)

What all of these raw comparisons ignore is that the federal, state, and local work forces are on average much better educated and older than the private-sector workforce. The EPI, NIRS, PERI, and CEPR research is a response to these conservative talking points that ignore systematic differences in the public- and private-sector workforces.

Manzi gets very worked up about Keefe's human capital model:

"[Keefe's] use of the statistical tests that he claims show that the total public–private compensation gap is “statistically significant” are worse than useless; they are misleading. The whole question — as is obvious even to untrained observers — is whether or not there are material systematic differences between the public and private employee that are not captured by the list of coefficients in his regression model.  His statistical tests simply assume that there are not."
But, of course, Keefe and the others who have used this approach in response to conservative talking points, are doing a *far better* job of taking "material systematic differences" between the public and private sector into account than conservatives have to date. I can only imagine that Manzi went to town on the human capital models only because he was not aware that Boehner, Pawlenty, Paul, and many others have been ignoring not just some, but *all*, of the systematic differences between the two sectors.

Meanwhile, Manzi's attacks on human capital models must be making at least two conservative think-tankers uncomfortable. Andrew Biggs of the American Enterprise Institute and Jason Richwine of the Heritage Foundation have been using human capital models to argue that federal workers are overpaid by something like 30 percent. But, Manzi argues that the human capital approach that Keefe, Biggs, and Richwine use, is so flawed that we can't possibly know: "if Wisconsin’s public employees are underpaid, overpaid, or paid just right...this study sure doesn’t answer the question." If the approach can't possibly establish that state and local employees are underpaid, it can't possibly establish that federal workers are overpaid either.

What should the rest of us think about human capital models? We use them a lot at CEPR to show broad trends in the data: better-educated workers earn more on average than less-educated workers and the gap has been rising over time; union workers earn more than non-union workers, even after you control for their higher average age and education; state and local government workers earn a bit less than private-sector workers with similar characteristics; black workers earn less than white workers with similar observable characteristics, suggesting that discrimination may still be a problem for African Americans. But, we are also well aware of the limitations. Human capital models leave most of the variation in wages unexplained. As a result, they are poorly suited to setting wages in the public (or private) sector.

So, how can we set wages in the public sector? Well, collective bargaining, in a setting with financial transparency and electoral oversight, is one idea that comes to mind.
Comments (6)Add Comment
written by Jim Manzi, February 23, 2011 11:41
Thanks for the detailed reaction.

I agree (and have stated in a subsequent post) that adjustments of the type that Keefe does are superior to comparing raw averages. I have never made claims like those you quote based on comparing raw averages, and would not.

My criticism of the regression model is that there are obvious sources of potential systematic bias between the public and private sector jobs that could plausibly create differences far greater than 5% in effective compensation. That is, this method is better than raw averages, but has not been close to validated as achieving the accuracy required to support the author's claim.

I also agree that sauce for the goose is sauce for the gander. Similar models that purport to show the reverse result and similarly non-validated (to my knowledge). This is why I was careful to say prominently that I don't know if Wisconsin's public workers are overpaid, underpaid or paid perfectly.

Best regards,
Jim Manzi
the CEPR link
written by A reader, February 24, 2011 12:29
Mr. Schmitt,

I enjoyed this analysis, but I wanted to let you know that the link to the CEPR paper right after the NIRS and PERI links actually links to the same PERI paper.
written by John Schmitt, February 24, 2011 2:56
Fixed the link. Thanks!
written by PeonInChief, February 26, 2011 11:16
More interesting is the underlying assumption that low wages are good and higher wages are bad, that retirement systems that provide little benefit for much cost are better than those that provide better benefits etc. I wonder why studies never look at the cost to the public sector of low-wage jobs with few (if any) benefits.
written by Steve Roth, February 27, 2011 8:50
I have only explored a small subset of the literature referred to. Have looked at the paper under discussion with some care.

Assuming this is about the best knowledge we have to feed our judgments about relative pay levels, that best knowledge says, to me:

Public and private pay levels in Wisconsin are about the same. There may be minor differences, but the instruments we have for measuring and analyzing those differences can't tell us much more than that.

Public and private pay levels are about the same. I'd say that's a pretty good piece of information to start with in developing policy going forward.
For Teachers, Really?
written by Jack Funchion, March 02, 2011 6:45
As you know, I have a tendency to generalize from personal experience. I don't know about other types of government workers, but a big chunk of them are paid very much higher than their private sector counterparts -- primary and secondary education teachers. It seems to me that this is one of the few areas where there is a direct comparison between public and private sector, as it is one of the few areas where the employees in question do pretty much exactly the same thing. Personal, household experience seems to indicate that government school teachers are paid significantly higher wages and benefits than private school teachers.

In this particular set of job classes there is also an important distinction to be made between education and credentials. Anyone who has been forced to earn a masters in education, and go through public school teacher certification, will tell you that their education in the sense of obtained, useful knowledge was decreased as their credential count was increased

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