Life Expectancy Is Better Than Age as a General Predictor of Health Care Expenditures

Fact Sheet
Figure 1

Figure 2

Increasing longevity, coupled with declining fertility rates, will substantially increase the number of U.S. octogenarians. Given the link between age and health care costs, some researchers have predicted that, as a result, health care costs will rise sharply.

A RAND Health team used the 1992-1999 Medicare Current Beneficiary Survey to investigate whether age directly affects health care costs, or whether life expectancy would produce more accurate estimates of future expenditures. The analysts also examined whether including information about health status affected the predictive power of age or life expectancy. The study came to the following conclusions:

  • Life expectancy is a better predictor of health care expenditures than age. Expenditure estimates based on life expectancy match actual expenditures more closely than age-based estimates (see the top figure).
  • Neither age nor life expectancy has strong predictive power if health status is included in the model.
  • Expenditure projections based on life expectancy are lower than age-based projections (see the bottom figure). The gap between estimates increases as life expectancy increases (life expectancy at birth is projected to increase from 77.5 in 2008 to 79.7 in 2040 and to 82.0 in 2080). For example, in 2040, age-based projections of total expenditures are 9 percent higher than projections based on life expectancy; in 2080, age-based estimates are 22 percent higher.

If people are living longer because medical technology, high-quality health care, healthy individual behaviors, and decreased environmental hazards (among other factors) improve health, then future Medicare beneficiaries will be healthier than current beneficiaries and projections based on age will overestimate future health care expenditures. If technology is keeping people alive longer, but in poor health, then projections based on life expectancy will underestimate future health care expenditures. The study found evidence supporting the former.


This fact sheet is based on:

Shang B, and Goldman D, “Does Age or Life Expectancy Better Predict Health Care Expenditures?” Health Economics, Vol. 17, No. 4, April 2008, pp. 487-501.


This product is part of the RAND Corporation research brief series. RAND research briefs present policy-oriented summaries of individual published, peer-reviewed documents or of a body of published work.

Copyright © 2008 RAND Corporation

The RAND Corporation is a nonprofit research organization providing objective analysis and effective solutions that address the challenges facing the public and private sectors around the world. RAND’s publications do not necessarily reflect the opinions of its research clients and sponsors.

RB-9362 (2008)