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. 2019 Mar 11;14(3):e0213600. doi: 10.1371/journal.pone.0213600

Table 1. Data quality dimensions and indicators defined in the World Health Organization data quality report card.

Indicator Definitiona
Dimension 1: Completeness of reporting
Completeness of health facility reporting The percentage of expected monthly health post and health centre reports that were received by the three district health offices.
Timeliness of health facility reporting The percentage of monthly reports from health posts and health centres that were received on time by their respective district, according to the fixed deadline.
Completeness of MCH indicator data The number of missing and zerob values for each MCH indicator in each PHCU and district service report.
Dimension 2: Internal Consistency of reported data
Accuracy of event reporting: identification of moderate and extreme outliers The number of moderate and extreme outliers for each MCH indicator in each PHCU and district service report. Moderate outliers were defined as values that were at least ± two standard deviations from the average value for a specific indicator for a given district at a specified time. Values were considered extreme outliers when they were at least ± three standard deviations from the average value.
Consistency over time Consistency of the number of events for a MCH indicator in the year of analysis compared with the average number of events reported for the same indicator for the two previous years combined expressed as a ratio (i.e. number of events in current year divided by average number of events in two previous years).
Internal consistency between indicators Consistency between the number of events reported for two indicators expected to correlate. MCH indicators expected to correlate include:
  • ANC1 and DTP1c

  • ANC1 and ANC4d

  • DTP1 and DTP3e

Dimension 3: External consistency of population data
Consistency of Population Projectionsf Consistency between official country projection for live births and United Nations population projection for the year of interest.
Consistency of denominator Comparison of district-level official estimates for pregnant women and children under 1 year of age with alternate estimates for pregnant women and children under 1 year derived from an alternate source (e.g. household-based survey).
Dimension 4: External consistency of coverage rate The level of discordance between data collected through the HMIS and the estimates obtained from the recent survey conducted with women who had a birth outcome in the preceding year.

ANC1 –Antenatal Care First Visit; ANC4 –Antenatal Care Fourth Visit; DTP1 –Diphteria, Tetanus, Pertussis first dose; DTP3 –Diphteria, Tetanus, Pertussis third dose; MCH—Maternal and Child Health; PHCU—Primary Health Care Unit

a Definitions adapted from the Data Quality Report Card (DQRC) guideline for this study

b We only assessed MCH indicators for which no true zero values would be expected

c Women who seek care during their pregnancy are also more likely to seek care for their children [23]

d The number of ANC4 visits should either be approximately similar to or lower than the number of ANC1 visits recorded but never higher

e The number of DTP3 doses should either be approximately similar to or lower than the number of DTP1 doses administered but never higher

f This indicator cannot be calculated at the sub-national (i.e. district) level given the absence of UN population projections at that level.