Health Indicators — Mortality, Morbidity, DALY/QALY/HALE, Sullivan's Index, PQLI and HDI

Written & medically reviewed by the Kinase Medical Team · Last reviewed

Quick Answer

Health indicators are measurable variables that summarise a population's health. Mortality indicators include the crude death rate, infant, neonatal and under-five mortality per 1,000 live births and the maternal mortality ratio per 100,000 live births. Composite measures add morbidity: DALY, QALY, HALE, Sullivan's disability-free life expectancy, PQLI and the Human Development Index.

What are health indicators and how are they grouped?

A health indicator is a variable that can be measured and compared over time or between places to reflect the health of a population. Because good morbidity data are often unavailable, mortality rates are frequently used to identify vulnerable populations — WHO uses exactly this rationale for the infant and under-five mortality indicators. Exam questions group indicators into a few families:

Families of health indicators
FamilyExamplesWhat it tells you
MortalityCrude death rate, IMR, NMR, U5MR, MMR, life expectancy, case-fatality rate, proportionate mortalityHow many die, at what age and from what
MorbidityIncidence (attack rate), prevalence (point and period)How much illness exists or is arising
Disability / composite healthDALY, QALY, HALE, Sullivan's index, YPLLCombine death and ill-health into one number
Socio-economic compositesPQLI, Human Development Index (HDI)Health together with education and income
Mortality rates - what you really need to knowShort explainer on numerators and denominators of mortality rates — the core skill behind every indicator question.Video: Medmastery · 6:17 · Watch on YouTube · Loads from YouTube (privacy-enhanced mode) only when you press play.
3. DALYs and QALYs (V1)UCSF health-policy lecture contrasting DALYs and QALYs — what each measures and how they are calculated.Video: Philip R. Lee Institute for Health Policy Studies · 12:39 · Watch on YouTube · Loads from YouTube (privacy-enhanced mode) only when you press play.

How are the main mortality indicators defined?

Mortality indicators — numerator, denominator, multiplier
IndicatorNumeratorDenominatorPer
Crude death rateAll deaths in the periodPopulation at the midpoint of the period (mid-year population)1,000 (or 100,000)
Neonatal mortality rate (NMR)Deaths in the first 28 completed days of lifeLive births1,000
Postneonatal mortality rateDeaths from 28 to 364 daysLive births1,000
Infant mortality rate (IMR)Deaths before age 1Live births1,000
Under-five mortality rate (U5MR)Deaths before age 5Live births1,000
Maternal mortality ratio (MMR)Maternal deathsLive births100,000
Maternal mortality rate (MMRate)Maternal deathsPerson-years of women of reproductive age—
Case-fatality rateDeaths from the disease among casesCases of the disease100 (a percentage)
Proportionate mortalityDeaths from a specific causeAll deaths100

Neonatal deaths are subdivided into early neonatal (first 7 days) and late neonatal (after day 7 but before 28 completed days). Strictly, WHO notes that IMR and U5MR are probabilities of dying derived from a life table rather than true rates, though everyone calls them rates. Case-fatality measures the severity of a disease, not the risk of catching it.

Stillbirth is not part of NMR, IMR or U5MR, because those rates count only deaths among live births. WHO defines stillbirth as fetal death at 28 weeks of gestation or more, whereas some countries (for example the USA) report fetal deaths from 20 weeks or 350 g, so stillbirth rates are not directly comparable between countries.

What is the difference between maternal mortality ratio and maternal mortality rate?

A maternal death (WHO) is the death of a woman from any cause related to or aggravated by pregnancy or its management — excluding accidental or incidental causes — during pregnancy and childbirth or within 42 days of termination of pregnancy.

Two maternal indicators that sound alike (UN SDG metadata, indicator 3.1.1)
FeatureMaternal mortality ratio (MMR)Maternal mortality rate (MMRate)
DenominatorLive birthsPerson-years lived by women of reproductive age
Expressed per100,000 live birthsWomen of reproductive age
CapturesObstetric risk per birthObstetric risk and the level of fertility
UseSDG indicator 3.1.1; target below 70 per 100,000 live births by 2030Shows how fertility decline lowers maternal deaths

See postpartum haemorrhage for a major direct cause of maternal death, and family planning methods for why fewer pregnancies lower the maternal mortality rate even when the ratio does not change.

Which morbidity indicators should you know?

  • Incidence — the occurrence of new cases in a population over a specified period. Incidence proportion is also called attack rate, risk or cumulative incidence: the proportion of an initially disease-free population that develops disease in a limited period.
  • Prevalence — the proportion of persons who have the disease (new and pre-existing cases) at a point in time (point prevalence) or over an interval (period prevalence).
  • Morbidity in the broad sense covers disease, injury and disability, and can also describe the duration of illness.

What are DALY, QALY, HALE and YPLL?

Summary measures of population health
MeasureDefinitionDirection
DALY (disability-adjusted life year)YLL + YLD — years of life lost to premature death plus years of healthy life lost to disability. One DALY = loss of the equivalent of one year of full healthA gap measure — lower is better
QALY (quality-adjusted life year)Years of life remaining after an intervention, each weighted by a quality-of-life score from 0 to 1. One QALY = one year in perfect healthA gain measure — used in cost-effectiveness
HALE (health-adjusted life expectancy)Average years a person can expect to live in 'full health' at current mortality and morbidity; WHO calculates it with Sullivan's methodAn expectancy — higher is better
YPLL (years of potential life lost)Sum of the differences between a chosen end-point (often age 65 or life expectancy) and age at death for those dying before itWeighs early deaths more heavily
Life expectancyAverage years a person could expect to live at current age- and sex-specific death ratesMortality only — no morbidity

DALY = YLL + YLD

YLL = years of life lost to premature mortality; YLD = years of healthy life lost to disability due to prevalent cases (WHO Global Health Estimates).

Infographic of a life timeline from healthy life through episodes of illness to disease or disability and an early death before expected life years, with DALY = YLD (years lived with disability) + YLL (years of life lost).
One DALY is one lost year of healthy life: years lived with disability plus years of life lost to premature death.Image: Planemad (vector by Radio89), CC BY-SA 3.0
Graph of health-related quality of life (0 = dead, 1 = perfect health) against time for two courses: without intervention (area A, earlier death) and with intervention (area A plus B, higher quality and later death).
QALYs are the area under the quality-of-life curve: each year lived is weighted from 0 to 1, so the gain from an intervention is area B.Image: Chris Sampson, CC BY-SA 4.0

What is Sullivan's index?

In 1971, D. F. Sullivan published A single index of mortality and morbidity (HSMHA Health Reports). His method combines a period life table (mortality) with the prevalence of disability from a cross-sectional survey to give the expected number of years a person will live free of disability. That figure — life expectancy minus the expected years spent with disability — is known as Sullivan's index, or disability-free life expectancy (DFLE).

Sullivan's method remains the most widely used way to calculate health expectancies, and WHO's HALE is built on the same approach, using years lost to disability at each age to split life expectancy into years of full health and years lost.

What are the Physical Quality of Life Index and the Human Development Index?

PQLI vs HDI
FeaturePQLIHDI
Proposed byMorris D. Morris, 1979UNDP, more than a decade later
ComponentsInfant mortality, life expectancy at age one, basic (adult) literacyLife expectancy at birth; mean years of schooling (adults 25+) and expected years of schooling (children); GNI per capita
Income included?No — outcome indicators onlyYes — log of GNI per capita
AggregationComposite of the three indicatorsGeometric mean of three normalised dimension indices

UNDP itself notes that the HDI captures only part of human development — it does not reflect inequality, poverty, human security or empowerment, which is why companion indices exist.

Line chart of period life expectancy at birth from 1770 to 2023 for Africa, Asia, the Americas, Europe, Oceania and the world, all rising steeply after about 1900.
Life expectancy at birth — the health component of the HDI — has risen in every region, but regional gaps remain.Image: Max Roser, CC BY 4.0

How do you calculate the indicators from raw numbers?

Numerical questions give a small district's vital statistics and ask for one indicator. Work from the definition — numerator, denominator, multiplier — and ignore the distractor figures. Take a hypothetical district with a mid-year population of 2,00,000, 4,000 live births, 1,600 total deaths, 120 deaths under one year (of which 80 in the first 28 days), 160 deaths under five years and 6 maternal deaths in a year.

Worked example (hypothetical numbers)
IndicatorCalculationAnswer
Crude death rate1,600 ÷ 2,00,000 × 1,0008 per 1,000 population
IMR120 ÷ 4,000 × 1,00030 per 1,000 live births
NMR80 ÷ 4,000 × 1,00020 per 1,000 live births
Postneonatal mortality(120 − 80) ÷ 4,000 × 1,00010 per 1,000 live births
U5MR160 ÷ 4,000 × 1,00040 per 1,000 live births
MMR6 ÷ 4,000 × 1,00,000150 per 100,000 live births
Share of infant deaths that are neonatal80 ÷ 120About two-thirds

How are health indicators asked in NEET PG and INI-CET?

  • Denominator questions — IMR, NMR, U5MR per 1,000 live births; MMR per 100,000 live births; crude death rate per mid-year population.
  • MMR vs MMRate — live births vs women of reproductive age.
  • Maternal death time limit — within 42 days of the end of pregnancy.
  • Sullivan's index = disability-free life expectancy.
  • PQLI components — infant mortality, life expectancy at age one, literacy.
  • HDI components — life expectancy at birth, schooling, GNI per capita; geometric mean.
  • DALY = YLL + YLD; one DALY = one lost year of healthy life.
  • Case-fatality rate measures severity (virulence) of a disease.

Frequently asked questions

What is the denominator of the infant mortality rate?
The infant mortality rate is the number of deaths of children under one year of age in a given period divided by the number of live births in the same period, expressed per 1,000 live births. The denominator is live births, not the number of infants alive. Neonatal and under-five mortality rates use the same live-birth denominator.
How is maternal mortality ratio different from maternal mortality rate?
Both count maternal deaths, meaning deaths during pregnancy or within 42 days of its end from causes related to the pregnancy. The ratio divides them by live births and is expressed per 100,000 live births. The rate divides them by the person-years lived by women of reproductive age, so it also reflects how often women become pregnant.
What is a DALY?
A disability-adjusted life year is the burden-of-disease measure used by WHO. DALYs for a condition are the sum of years of life lost to premature death and years of healthy life lost to disability. One DALY represents the loss of the equivalent of one year of full health, so a lower DALY total means a healthier population.
What is the difference between DALY and QALY?
A DALY measures health lost: years of life lost plus years lived with disability, and it is used to compare the burden of diseases across populations. A QALY measures health gained: each year of life after a treatment is weighted by a quality score between 0 and 1, and it is used to judge the cost-effectiveness of interventions.
What is Sullivan's index?
Sullivan's index, described by D. F. Sullivan in 1971, is the expected number of years a person can live free of disability. It is calculated by combining a life table with survey data on how common disability is at each age, effectively subtracting the expected years of disability from life expectancy. It is also called disability-free life expectancy.
What are the components of the Physical Quality of Life Index?
Morris D. Morris proposed the Physical Quality of Life Index in 1979. It combines three outcome indicators: infant mortality, life expectancy at age one and basic adult literacy. Unlike the later Human Development Index, it deliberately leaves out income, because Morris wanted a measure of how well people actually live rather than of national wealth.
What are the components of the Human Development Index?
UNDP's Human Development Index has three dimensions: a long and healthy life measured by life expectancy at birth, knowledge measured by mean years of schooling for adults aged 25 and over and expected years of schooling for children, and a decent standard of living measured by gross national income per capita. The three indices are combined as a geometric mean.
What is the difference between incidence and prevalence?
Incidence counts new cases of a disease arising in a population over a specified period, so it reflects risk. Prevalence counts everyone who has the disease, new and old cases together, at a point in time or over a period. A chronic disease with long survival can have a high prevalence even when its incidence is low.

Sources

  1. StatPearls — Stillbirth (NBK557533)
  2. WHO Global Health Observatory — Infant mortality rate (indicator metadata)
  3. WHO Global Health Observatory — Neonatal mortality rate (indicator metadata)
  4. WHO Global Health Observatory — Under-five mortality rate (indicator metadata)
  5. WHO Global Health Observatory — Maternal mortality ratio (indicator metadata)
  6. UN Statistics Division — SDG indicator 3.1.1 metadata (MMR and MMRate)
  7. WHO Global Health Observatory — Healthy life expectancy (HALE) metadata
  8. WHO Global Health Observatory — Life expectancy at birth (indicator metadata)
  9. WHO — Global Health Estimates: leading causes of DALYs
  10. CDC — Principles of Epidemiology, Lesson 3 Section 2: Morbidity frequency measures
  11. CDC — Principles of Epidemiology, Lesson 3 Section 3: Mortality frequency measures
  12. NICE — Glossary: Quality-adjusted life year
  13. UNDP — Human Development Index
  14. Sullivan DF. A single index of mortality and morbidity. HSMHA Health Rep 1971 (PMC1937122)
  15. Imai K, Soneji S. On the estimation of disability-free life expectancy: Sullivan's method and its extension. J Am Stat Assoc 2007 (PMC4533834)
  16. Towards conceptualizing child wellbeing in India — PQLI (Child Indic Res 2010, PMC2882047)

For exam preparation and education only — not a substitute for clinical judgement or local guidelines. How we write and review these pages: editorial policy.

Revise Health Indicators with questions

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