Thursday, August 20, 2009

Fat Tax Article and Confusing Econ Paper

I have been talking about this as an inevitable issue in a national health care system since at least HilaryCare, and it was amusing how many people in the 90's told me that we would never go there. But I have long believed that the increased expense of providing health care to obese individuals would produce a social/political climate in which more legal pressure would be brought to bear on the obese, and to the degree that the increased implementation of authoritarian government stuff bothers you, you should be leery of national health care.

One thing that jumped out at me from this opinion piece was this reference to a journal article:

Overweight workers are paid less than similarly qualified, thinner colleagues, according to research by Jay Bhattacharya and M. Kate Bundorf of Stanford. The cause isn’t entirely clear. But the size of the wage difference is roughly similar to the size of the difference in their medical costs.

I find it rather unlikely that medical costs really explain (in a causal, not merely statistical, sense) why obese people earn less because hiring decisions are made by hiring managers who want the best employee they can get (where "best" may reflect sundry prejudices and irrational judgments), not upper-level executive staff who are concerned with company-wide issues like health insurance costs. If as a hiring manager, I reject highly qualified Candidate X because she is obese in favor of less qualified Slim Jim, I may reduce the health costs to the company by some small amount, and perhaps may have a teensy-weensy impact on my own insurance co-pays, etc., but I am going to suffer every day from having to compensate for the lower quality of Slim's work. And if it's a matter of paying Candidate X less than I do Slim Jim, despite her being as good or better as an employee, I risk her jumping ship for another organization that will pay her her worth. It seems to me that economic theory would suggest that hiring practices by individual managers would not properly take into account externalities like medical care costs, but that is not the prediction that they draw.

In the lit review of the full paper (which I can access through school), the authors point to some previous research:

The second finding is that the wages of obese workers are lower than those of their normal weight peers, and in the case of white women, the relationship appears to be causal (Cawley 2004). While obesity could cause lower wages through either invidious workplace discrimination or a negative effect of obesity on worker productivity, the absence of an effect of obesity on wages for either men or black women casts doubt on lower productivity as the explanation. In other words, the literature leaves open the possibility that white women experience significant labor market discrimination in the form of lower wages due to obesity. Our results suggest a reinterpretation of this literature. The lower wages of obese white women appear to be due, at least in part, to the higher cost of insuring these workers.

Um, wait - there is a higher cost of insuring obese white women but not obese men or obese black women? I don't even know whether that is true. Is this something everyone else knows, or at least believes to be true? Unless this is common knowledge, how can we as a hiring managers even know to bypass/under-pay Fat White Fanny in favor of Chunky Charlie or Big Black Bertha on this basis? The more obvious hypothesis is that maybe our culture penalizes white women more for being fat than it does women of color and men. (Arguably, it is more acceptable for women of color to be fat and/or women of color are already so discriminated against as to make further discrimination on the basis of body size of little import.)

Aha, here is something:

The results in Table 5 present important new evidence that suggests a rethinking of the conclusion that the obesity wage penalty for women is due mostly to discrimination. However, our finding of a substantial obesity wage-offset for women but not for men is potentially inconsistent with our interpretation that the differential wage-offset is due to the provision of health insurance. An important premise of this argument, however, is that obese individuals spend more on health care than do non-obese individuals. While results from the studies we discussed earlier indicate that this is indeed the case, we know of no estimate in the literature from nationally representative data that reports yearly medical expenditures for obese and non-obese separately for men and women. [Italics mine]

So they are saying that companies know and are properly acting on disparities in medical expenditures for various classes of employee while this information is not actually known?

...Some of our other findings suggest that [discrimination] is not a likely explanation. First, because we find no evidence of similar wage discrimination for obese women without health insurance or obese men with coverage, attributing the residual difference to discrimination requires an explanation of why discrimination exists only for obese, insured women. Second, we find no evidence of similar wage offsets for different types of benefits or for the working obese with coverage from alternative sources. Maintaining an explanation based upon discrimination thus requires potentially ad hoc reasoning about obese women outside of work settings where employers provide health insurance.

The whole issue of employer-insured vs. uninsured vs. alternatively insured is messy because, to my knowledge, the provision of employer insurance is not randomly distributed throughout the population of companies, nor is the appropriate categorization criterion small versus large companies (which the researchers do look at). The companies that offer insurance differ in type from those that do not; for instance, I believe it is the case that people in "professional" type employment are much more likely to have employer insurance than people in service jobs like restaurants. I would expect obesity to be more detrimental (esp. to a woman) in a professional role than, say, serving up chicken at KFC. Perhaps the researchers did not have access to type of employer in their dataset, but this does not mean that it couldn't be affecting the results.

I also wonder how this intersects with research showing that short men earn less than tall men do or that good-looking people earn more than their plainer counterparts. Is there some kind of differential in medical expense driving this, too?

God, it's after 12:30 a.m. 4:00 a.m. was a long time ago.

4 comments:

Tam said...

Other concerns aside, I don't think that making fat people poorer will help obesity. I mean, fat people are already poorer, and poor people are already fatter. If it could be managed, then making unhealthy foods more expensive might work, but I don't think just charging more for health care will.

What I've been curious about lately, since your posts about McArdle, is whether the government could help if they rolled out a campaign that simply said "Eat Less." I mean, ever since trans fats became the thing, people are eating a lot less of them, and it seems that people are eating more fruits and vegetables, and I think the push to eat more whole grains has had some success (certainly more whole grains are showing up in all the products in the store, so presumably people are buying them), but I can't remember the government ever just directly saying "eat less food."

I mean, yes, the current pyramid says to eat such that you maintain a healthy weight, but that's a little different from just "eat less," which is advice that would be good for almost anyone over the age of 1 or 2.

I'd be curious to see.

mom said...

It's obvious to me that there is a bias against overweight/obese women. It's always been okay for men to be overweight/obese in a way that is not okay for women to be. "He's stocky" vs "She's fat". I am having problems with understanding their assertions that the bias must be health related based on no evidence that this is true. However, they don't want to make any claims about fat bias between men and women when they have no studies to prove that either.

rvman said...

There is an entire universe of extant knowledge that doesn't exist 'in the literature'. It doesn't exist in the literature because the people who publish - mostly academics and medical researchers - don't have access to appropriate data. In this case, long time series of survival and disease incidence data with demographic information such as age, race, weight, prior health, marital status, etc. Insurance companies, and therefore actuaries, do, and you can bet they don't publish something like that - this information would be quite valuable in setting rates to the insurers, and they aren't about to publish that. Differentiating currently pooled populations is how they make money. Actuaries - industry and academic - do publish, but it is mostly methodological, not work product.

I don't have access to JHR at the moment, but from the abstract, I would hypothesize that he found a statistically significant effect, but (because of sample size, randomness, or other factors) he couldn't find it for white men, or other races in his specific dataset. He may have a white woman heavy dataset, for example. (I can't find what data he used, but if he's using the nursing survey, he definitely does.)

Sally said...

Rvman, I believe that actuaries do have access to data on the topic that has not been published in academic journals. But the idea that an actuary "knows" that obese women are costlier does not suggest that hiring managers and HR people in companies all over the country know AND choose to act on that knowledge in this way.

Here's the source data: "The empirical work in this paper is based on two data sources, including the NLSY, collected by Bureau of Labor Statistics, for our analysis of obesity and worker wages, and the Medical Expenditure Panel Survey (MEPS) for our analysis of obesity and medical
expenditures." n=38,645. The sample is 37% female and 85% white (I think; they report black and other so I just subtracted).

Should the NLSY be skewed toward white females? I doubt it.

Well, it'll be interesting to see if this analysis is backed up by other research finding the same things.

Tam, I like the "eat less" campaign idea.

Mom, I think there is a fair amount of research on fat bias by gender. One study (that I haven't read & can't vouch for; just looked it up) reports, from self-report data: "Women were at greater risk for weight/height discrimination than men, especially women with a BMI of 30–35 who were three times more likely to report weight/height discrimination compared to male peers of a similar weight" (Puhl RM, Andreyeva T, Brownell KD (06/2008). "Perceptions of weight discrimination: prevalence and comparison to race and gender discrimination in America". International journal of obesity (2005) (0307-0565), 32 (6), p. 992.)