This paper explores alternative methods for adjusting price indices for quality change at scale. These methods can be applied to large-scale item-level transactions data that includes information on prices, quantities, and item attributes. The hedonic methods can take into account the changing...

This paper uses machine learning (ML) to estimate hedonic price indices at scale from item-level transaction and product characteristics. The procedure uses state-of-the-art approaches from hedonic econometrics and implements them with a neural network ML approach. Applying the methodology to...

How worker productivity evolves with tenure and experience is central to economics, shaping, for example, life-cycle earnings and the losses from involuntary job separation. Yet, worker-level productivity is hard to identify from observational data. This paper introduces direct measurement of...

This paper seeks to contribute to the literature on downward nominal wage rigidity (DNWR) along two dimensions. First, we formulate and solve an explicit model of wage-setting in the presence of worker resistance to nominal wage cuts - something that has previously been considered intractable....

Unemployment varies substantially over time and across subgroups of the labour market. Worker flows among labour market states act as key determinants of this. We examine how the structure of unemployment across groups and its cyclical movements across time are shaped by changes in labour market...

The increase in unemployment in the United Kingdom that accompanied the Great Recession has been conspicuous by its moderation. The rise in joblessness is dwarfed by the recent experience of the United States, by past recessionary episodes in the U.K. and by the contraction in GDP in the U.K....

Labor market frictions are able to induce sluggish aggregate employment dynamics. However, these frictions have strong implications for the source of this propagation: they distort the path of aggregate employment by impeding the flow of labor across firms. For a canonical class of frictions, we...