Continuously discounted years of life lost per death and for a group of deaths

Before GBD 2010 the standard DALY discounted future years at 3 per cent a year. With continuous discounting from the time of death and no age weighting, the L standard years remaining at the age of death are worth (1 minus e to the minus rL) over r present years, so discounting reduces the loss from a young death much more than from an old one. The function exp is the exponential function.

Signature

YLL_death = (1 - exp(-r * L)) / r; YLL_d = N * YLL_death
Inputs
InputsDefinitionUnit
r0.03 in the original DALYproportion per year, above zero
LStandard remaining life expectancy for the age at death, as in HE-FM-YLL-001years
NNumber of deaths at the same agedeaths
Output
YLL_deathPresent value of the standard years lost by one deathyears
YLL_dDiscounted years of life lost from N deaths at the same ageyears

Function

Years of life lost from deaths weighted by a loss function of age at death

Converts deaths from a cause into years of life lost by multiplying the deaths at each age by the years that a loss function assigns to a death at that age, then summing over ages. In the Global Burden of Disease (GBD) study from 2010 onwards and in WHO's Global Health Estimates (GHE) the loss function is the remaining life expectancy at the age of death in a normative standard life table (HE-FM-YLL-001). Potential years of life lost replace it with the years from the age at death to a fixed cut-off age (HE-FM-YLL-002), and the original DALY discounted the standard years (HE-FM-YLL-003). YLLs added to years lived with disability (HE-FN-YLD-001, HE-FM-DWT-001) give DALYs. Notation follows the Years of Life Lost article.

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Implementations

  • Excel

    Discounted years of life lost per death and per group from named cells

    With DiscRate, StdLE and Deaths named, the first formula returns the discounted years per death, held in YLLDeath, and the second the discounted total for the group.

    =(1-EXP(-DiscRate*StdLE))/DiscRate; =Deaths*YLLDeath

Assumptions

  • Continuous discounting from the time of death without age weighting

    Each standard year is discounted continuously at a constant rate from the time of death, and the age weights of the original DALY are left out, as in the article and in Larson's equation 1.

  • Discounted years of life lost for evaluation and historical comparison only

    GBD from 2010 onwards and WHO since 2012 do not discount YLLs, so the formula reproduces the original DALY convention or an economic evaluation that discounts health; current burden estimates use HE-FM-YLL-001.

Worked examples

  • Larson's death with 10 years of remaining life expectancy at 3 per cent

    One death with 10 remaining years discounted continuously at 3 per cent counts 8.6394 years, Larson's continuous-time value, against 8.786 with discrete annual discounting.

    r = 0.03; L = 10; N = 1; YLL_death = 8.6394; YLL_d = 8.6394
  • Death removing 80 standard years discounted at 3 per cent

    A death that removes 80 standard years counts about 30.3 years at 3 per cent, as in the article.

    r = 0.03; L = 80; N = 1; YLL_death = 30.3094; YLL_d = 30.3094
  • Twenty child deaths at ages 1 to 4 discounted at 3 per cent

    Each death counts about 30.62 years in place of 83.63, and the 20 deaths 612.4 in place of 1,672.6, a cut of 63 per cent, as in the article.

    r = 0.03; L = 83.63; N = 20; YLL_death = 30.6214; YLL_d = 612.43
  • One hundred deaths at ages 75 to 79 discounted at 3 per cent

    Each death counts about 10.66 years in place of 12.85, a cut of 17 per cent, so a child death counts 2.9 times an older death against 6.5 times undiscounted. With 1,224.5 from the 50 deaths at ages 40 to 44, the discounted total is 2,903.2, or 2,902.9 in the article, which rounds each death to two decimals first.

    r = 0.03; L = 12.85; N = 100; YLL_death = 10.6630; YLL_d = 1066.3

Common errors

  • Mixing continuous and discrete discounting of years of life lost

    Counting each of 10 lost years at the start of the year and discounting at 3 per cent gives 8.786 against the continuous 8.6394, a difference of 1.7 per cent. Larson regards the difference as minor, but an analysis should state which convention it uses.

  • Comparing discounted years of life lost with current GBD or WHO estimates

    GBD 2010 calculated YLLs without discounting and WHO adopted a 0 per cent rate after 2012, so a discounted figure, such as the article's 2,902.9 against 5,169.1, is not comparable with current burden tables.

  • Treating discounting of years of life lost as neutral between ages

    Discounting compresses the difference between young and old deaths: in the article's example the older deaths rise from 25 to 37 per cent of the total. The rate therefore changes cause rankings as well as totals.

Sources

  • Larson on continuously discounted years of life lost without age weighting

    Larson BA. Calculating disability-adjusted-life-years lost (DALYs) in discrete-time. Cost Effectiveness and Resource Allocation. 2013;11:18 (full text read). Equation 1: in the absence of age weighting, YLL(r, 0) equals (1/r)(1 minus e to the minus rL), where L is the age-specific life expectancy of the person who died; with a 3% rate and 10 years the answer is 8.6394. Table 1: discrete annual discounting gives 8.786, a difference of 1.7% described as minor.

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  • WHO on the 3 per cent discount rate and its replacement by 0 per cent

    World Health Organization. WHO methods and data sources for global burden of disease estimates 2000-2021. Global Health Estimates Technical Paper WHO/DDI/DNA/GHE/2024.3. Geneva: WHO; 2024 (full text read). Section 2.3: the GBD 1990 study and subsequent WHO updates published DALYs computed with a 3% discount rate and an alternative set with a 0% rate; following informal consultations in 2012 WHO adopted the GBD 2010 approach, with a time discount rate of 0% and no age weighting.

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Canonical Identity