UN agencies, government agencies and NGO’s
in order to benefit from their field knowledge.
In future we aim to extend the disaster verification process to the entire set of annual entries.
We have also submitted this methodological
annex to external peer reviewers, and elements
of our methodology were reviewed in previous
years by a different set of independent experts.
We will embed the external peer review and
internal quality assurance processes into our
future work to ensure that the methods we use
to produce our figures are robust and that we
have presented them accurately.
Qualitative assessment of
confidence in estimates for
displacement associated with
conflict
Building on lessons from existing
assessments
There have been several attempts recently to
design confidence assessment schemes to evaluate data on internal displacement as part of a
broader movement in the field of humanitarian
needs assessments.5 The Task Force on Population Movement in Yemen (TFPM), for example,
has developed a confidence rating based on
disaggregation by sex and age, and the availability of data on districts of origin and displacement.6
IOM Iraq calculates a confidence rating in
order to produce an estimate for each location
in its displacement tracking matrix, based on
the number of informants used, discrepancies
between information from different sources,
the accessibility of the location and the ability
to independently validate the data received.7
The Syria dynamic monitoring report (DYNAMO)
gives a confidence rating based on the number
of sources, the manner and extent that the data
can be independently verified, the amount of
convergence among the different sources and the
degree to which they correspond with contextual
information about the situation.8
Such assessments may seem reassuring, but
if poorly conceived or implemented they may
provide a false sense of certainty or confidence.
They may hide the arbitrariness of the under-
lying criteria and the way they are weighted and
aggregated. They may also reflect the biases
and challenges inherent in the various steps
involved in constructing an index and collecting
the data. To limit evaluators’ bias and improve
objectivity and consistency, clear decision rules
are needed that limit the number of dimensions
taken into account.
There are ways of overcoming the limitations of
points-based scores, but their complexity may
render them opaque, adding another layer of
potential confusion. Using only four indicators
with two to five possible values for each, IOM
Iraq’s assessment framework yields up to 126
unique possible combinations.10
The challenge of applying nationally
specific tools at the global level
It is difficult to extrapolate to the global level
from confidence ratings designed for national
circumstances. The three examples discussed
above all refer to situations in which a single
organisation or cluster designs the entire national
data collection process.
At the global level, aggregation and cross-country
comparison is made more difficult by the number
of data sources and the fact that their motivations for collecting information ranges from
rapid needs assessments to victim compensation
without any a priori global coordination. Sources’
methodologies also vary widely, from satellite
imagery, registration, sampling, key informant
interviews and censuses, to name but a few.
This diversity stands in stark contrast to the
standardisation of data in the three national
examples mentioned above. As such, the same
set of criteria cannot easily be used to judge reliability, and the diversity in which the results are
reported makes it more difficult to make comparisons between countries.
IDMC’s confidence
assessment
We designed a comprehensive framework
to assess the confidence we have in the estimates we publish. The methodology and results
presented in this report are the initial steps of
a process we will continue to develop through
several more iterations.4
METHODOLOGICAL ANNEX
109
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