We introduce machine learning in the context of central banking and policy analyses. Our aim is to give an overview broad enough to allow the reader to place machine learning within the wider range of statistical modelling and computational analyses, and provide an idea of its scope and...

In this joint Bank of England and Behavioural Insights Team study, we test the effectiveness of different approaches to central bank communications. Using an online experiment with a representative sample of the UK population, we measure how changes to the Bank of England's summaries of the...

Macroeconomic modelling has been under intense scrutiny since the Great Financial Crisis, when serious shortcomings were exposed in the methodology used to understand the economy as a whole. Criticism has been leveled at the assumptions employed in the dominant models, particularly that economic...

Recent empirical evidence based on microdata panels indicates the importance of banks' balance sheets for the monetary transmission mechanism. This paper builds a dynamic general equilibrium model to analyse the macroeconomic consequences of changes in the cost of bank capital, and thus the cost...

The New Keynesian Phillips Curve plays a central role in modern macroeconomic theory. A vast empirical literature has estimated this structural relationship over various post-war full samples. While it is well known that in a standard sticky price model a 'weak' central bank response to...

This paper explores the influence of some key institutional features of the labour market on aggregate fluctuations. It uses a dynamic, stochastic, general equilibrium model characterised by search and matching frictions in the labour market and nominal rigidities in the goods market. It finds...

We construct a model of a monetary union to study fiscal consolidation in the Periphery of the euro area, through cuts in public sector wages or hiring when the nominal interest rate is constrained at its lower bound. Consolidation induces a positive wealth effect that increases demand, as well...

We discuss combining sign restrictions with information in external instruments (proxy variables) to identify structural vector autoregressive (SVAR) models. In one setting, we assume the availability of valid external instruments. Sign restrictions may then be used to identify further...

We study the interaction between monetary policy and labour supply decisions at the household level. We uncover evidence of heterogeneous responses and a strong income effect on labour supply in the left tail of the income distribution, following a monetary policy shock in the US and the UK....

We use data on business registrations in the UK to study the response of firm entry to the Covid-19 pandemic. We find that firm entry increased during the pandemic, unlike typical recessions where firm entry declines. The rise in firm creation is driven by individual entrepreneurs creating...