Covid-19 highlighted machine learning model limits – BoE research
Economic downturn could not have been forecast on the basis of data alone, BoE says
Covid-19 has had a negative impact on machine learning model performance at over a third of banks in the UK, the Bank of England has found.
The BoE conducted a survey of 32 UK banks in August 2020 to understand the impact of the pandemic on their machine learning models and use of data science.
While machine learning models have proven useful for anti-money laundering processes and financial inclusion, they tend to underperform when applied to situations which have not been encountered before
Only users who have a paid subscription or are part of a corporate subscription are able to print or copy content.
To access these options, along with all other subscription benefits, please contact info@centralbanking.com or view our subscription options here: http://subscriptions.centralbanking.com/subscribe
You are currently unable to print this content. Please contact info@centralbanking.com to find out more.
You are currently unable to copy this content. Please contact info@centralbanking.com to find out more.
Copyright Infopro Digital Limited. All rights reserved.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
If you would like to purchase additional rights please email info@centralbanking.com
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@centralbanking.com
More on Data
Tax avoiders less likely to channel funds through Netherlands – DNB
Annual flow of money to tax havens fell by 75% in just five years, central bank says
Keep liquidity provision loose during shocks – ECB study
Central banks can lessen harm to economy by reducing liquidity premium, say authors
Doing nothing is ‘least costly’ response to US tariffs – BoF blog
Costs will be borne by American firms and households, Bank of Finland analysis shows
Lagarde warns of widening climate finance gap
“We must adapt and become more resilient” in a fair and equitable manner, says ECB president
Rate uncertainty means firms hire and invest less – BdF study
European companies hoard cash and reduce dividend payments when monetary stance is unclear
ECB study highlights firms’ exposure to property downturn
Analysis examines risks to various classes of investor from exposure to commercial real estate
Energy price rises have stronger effects than decreases – study
Asymmetric effects of gas and crude oil price rises could lead to tighter monetary policy
The hidden dynamics behind China’s BoP ‘errors and omissions’
Marcello Minenna highlights the possible implications an unaccounted-for £30bn has for the PBoC