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ECONOMIC REPORT OF THE PRESIDENT

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Figure 5-5<br />

Variation in Earnings by Educational Attainment<br />

Thousands of Dollars<br />

180<br />

150<br />

10th-90th Percentile<br />

25th-75th Percentile<br />

120<br />

90<br />

60<br />

30<br />

0<br />

High School Associate Bachelor's Graduate<br />

Note: Data are for workers ages 35-44 with positive wage and salary income.<br />

Source: CPS ASEC 2016, CEA calculations<br />

found that students’ forecast errors regarding earnings differences across<br />

majors can affect their major choice (Arcidiacono, Hotz, and Kang 2012).<br />

The effects of poor information and large, difficult-to-forecast variation<br />

in earnings can be particularly detrimental since students cannot diversify<br />

their college enrollment selections. That is, students generally attend<br />

only one school at a time and focus on one or two programs. If they make a<br />

poor selection of college or major, it is costly to switch, as it can be difficult<br />

to transfer credits. This can potentially lock students into a low-quality program.<br />

For some students, the uncertainty of returns itself may prevent them<br />

from enrolling in the first place if they are sufficiently risk-averse (Heckman,<br />

Lochner, and Todd 2006). The combination of high variability and uncertainty<br />

with limited ability to diversify means that some students will realize<br />

small, or even negative returns, from college even if the expected return<br />

is high. The associated uncertainty may also cause risk-averse students to<br />

invest less than they otherwise would in their education.<br />

Prospective students also lack good information about costs. Students<br />

often overestimate college costs—with low-income and first-generation prospective<br />

students overestimating the cost by as much as two or three times<br />

the actual amount (Avery and Kane 2004)—and parents overestimate costs<br />

as well (Grodsky and Jones 2007). Moreover, Hastings et al. (2015) find that<br />

Investing in Higher Education | 309

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