Commentary
ISO 31000, COSO-ERM are influential risk management approaches
IOWRG, Basel and NIST also used by central banks
Over half of central banks modified collateral policies during the pandemic
Most reduced haircuts on banks’ collateral
Few central banks cover environmental risk
Central banks list environmental risk as a minor source of risk
Cyber security risks rose most in the past year
Operational and market risks also increased
Reputational risk tops central bank concerns
Cyber security and credit/counterparty risk followed
Larger research teams tend to publish more
Central banks with bigger teams report greater publishing volumes, but variation remains
Advanced economies draw on wider range of models
DSGE models and newer techniques more common at advanced economy central banks
Quarterly forecast updates predominate
Frequency of forecasts varies more widely in emerging markets
Data services centralised at minority of central banks
Central data governance and technology services used by three in 10 central banks
Alternative data fuels central bank research
Important research areas include monetary transmission, exchange rates, digitisation, SMEs and climate change, against the backdrop of Covid
Pandemic spurred use of alternative data
Advanced and emerging market economies prioritise different applications
Unemployment forecast by minority of emerging market economy nations
Data highlights differences based on local economic circumstances
One in five central bank economists have a PhD
Central banks in Africa lag behind peers in sponsoring PhD programmes
Covid-19 causes bigger growth forecast errors
But central banks perform better at forecasting inflation
Economist salaries outpace GDP per capita
Salaries were six times higher than GDP per capita, on average
Policy economists outnumber research economists
Central banks with their own pure research departments tend to employ more policy economists
Nearly 40% of central banks have financial sector in main forecast model
Semi-structural models remain favoured option for producing key forecasts
Economists tend to perform both policy and research duties
Only around a quarter of economics departments have a pure research function
Most currency departments operated remote working models during pandemic
Many central banks employed a split team structure to ensure critical functions were maintained
Advanced economies more likely to outsource counterfeit detection
Emerging market economies more likely to outsource distribution
Central bank currency department costs on the rise
Majority of central banks’ budgets have also increased over the past five years
Higher-denomination banknotes have longer lifespans
Median correlation was 0.9 across 22 central banks
Banknote demand forecast to rise in 2022
Median forecast percentage change was 7.6%, but ranged from -59% to 17%
Half of central banks quarantined banknotes during the pandemic
But only 37% ran a study relating to Covid-19 and banknotes