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Table 3 Summary of data sources and methodology for missing value imputation

From: Disease control programme support costs: an update of WHO-CHOICE methodology, price databases and quantity assumptions

Variable

Source

Method for estimating country level data

GDP

International Monetary Fund [30]

n/a

Population

United Nations Population Division [31]

n/a

Exchange rate

WHO Global Health Expenditure Database [3]

Iterative Robust Model Based Imputation [6]

Administrative divisions

Statoids: Administrative Divisions of Countries [4]

Iterative Robust Model Based Imputation [6]

Healthcare facilities

WHO 2013 Country Survey on Medical Devices and Healthcare Facilities [5]

Iterative Robust Model Based Imputation [6]

Travel allowance and per diem

International Civil Service Commission DSA Circular Report for July 2010 [8]

Comparison to cost-of-living index and reduction to 20% of ICSC rate

Vehicles

The United Nations Office for Project Services [9]

n/a

Fuel prices

World Bank [10]

Iterative Robust Model Based Imputation [6]

Cold chain

WHO Performance, Quality and Safety (PQS) Catalogue [13]

UNICEF’s Supply Catalogue [14]

n/a

Generators

WHO PQS Catalogue [13]

n/a

Electricity

International Energy Agency’s (IEA) quarterly publication Energy Prices and Taxes [15]

Linear regression

Water

Global Water Intelligence (GWI) Survey for 2011 [16]

Iterative Robust Model Based Imputation [6]

Office supplies

2014 Global Supply Catalogue [19]

n/a

Information and communication technology

International Telecommunications Union [17]

Multiple imputation by chained equations [32, 33], System Generalized Method of Moments [34]

Media

 

Linear regression