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Structure of presentation. Why composite indicesCharacteristics of a good composite indicatorKey steps in constructing composite indicesCountry examples (adapting the HDI
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1. Constructing composite indices Amie Gaye, Policy SpecialistUNDP/HDRO
2. Structure of presentation Why composite indices
Characteristics of a good composite indicator
Key steps in constructing composite indices
Country examples (adapting the HDI & new index
Conclusion
3. What is a composite index/ indicator (CI)? a value derived from a combination of various indicators based on a theoretical model of a multi-dimensional concept that is being measured
Not an end in themselves
4. Why use composite indices When well constructed:
Ability to summarize multi-dimensional issues to support policy decisions
Easier to interpret than finding trend in separate indicators
Ease communication with the general public
5. Characteristics of a good CI Conceptually clear
Policy relevant
Measurable components
Methodologically simple and transparent
Easy to interpret
6. Key steps in constructing a composite index Theoretical model- what is poorly defined is poorly measured
Selecting indicators
A composite index is the sum of its parts
quality depends largely on quality of underlying indicators
Analysing the component indicators
Treatment of missing data- these can bias results
Case deletion
Imputation
7. Steps in constructing a composite index Normalising: Avoid adding apples and pears
Re-scaling (HD approach, 0;1)
Setting goalposts national specific context should inform decisions
What is the current situation?
Where does the country want to go?
How feasible is the goal based on current trends?
8. Steps in constructing a composite index Long & healthy life
Knowledge
A decent standard of living
Income maximum
average annual growth rate of 2% in per capita income of the highest group in the country for the next 50 years
Minimum could be set at 30% or 50% of mean income per capita (accounting for sub-group difference)
Use of PPP not necessary
9. Steps in constructing a composite index Weighting & aggregation
Weighting is based on value judgment
Equal weighting implies equal importance (HDI)
Geometric (power) averaging places greater weight on components with higher values (HPI)
Choice should be consistent with theoretical model
Document weighting procedures
10. Steps in constructing a composite index Testing robustness of the CI
Uncertainty imposes a limit on the confidence of an index.
Sensitivity and uncertainty analysis
assessment of uncertainties associated with the index
Document and show results of analysis
11. Steps in constructing a composite index Links to other variables
Good practice - examine correlation between other variables
measure explanatory power of the index high correlation suggests high quality CI.
9. Deconstructing
Determine contribution of each component indicator to the index
12. The Gambia 1997: School life expectancy
Costa Rica 2005: security index for each of the 80 cantons (cantonal security index);
and adjusts each regions HDI with the security dimension
Thailand 2003 constructs a new index: human achievement index
Seven dimensions
40 indicators
13. Things to be aware of: Poorly constructed CI sends misleading policy messages
CI may lead politicians to draw simplistic policy conclusions analyse the components making up the index: bring out which dimension needs improvement most
Scope for disagreement among different groups- countries, local government officials, etc.
14. Limitations of the HDI Only a basic measure of HD
Other important dimensions are not measured
Not useful for monitoring impact of short term policy changes
Mixture of stock and flow variables partially measures outcomes of past efforts: Adult literacy rate is a stock variable, GDPpc is flow
15. Conclusion Involve people with expertise;
Keep it simple- too many dimensions, too difficult to interpret;
Lack of sensitivity analysis undermines confidence in CI so be rigorous
CHECK for ROBUSTNESS!
No matter the scientific basis, CI acceptance relies on negotiation and peer acceptance.
Be inclusive
Subject your work to peer review!