Each quarter, the European Commission asks companies about the factors limiting their production: insufficient demand, supply constraints (labour market, shortage of material and/or equipment) and a financial factor. The survey can help in getting a better understanding of the inflation drivers. A quantitative model of producer price inflation suggests that the pace of disinflation will be slow considering that, contrary to the demand factor, which is close to its long-term average, supply factors in industry continue to act a constraint on production far more than is the case normally. Although the analysis was conducted in terms of producer price inflation, given its close relation with consumer price inflation (HICP) in the Eurozone , the conclusions are also relevant for the latter.
Each quarter, the European Commission asks companies about the factors limiting their production. It thereby distinguishes between demand, supply (labour market bottlenecks, shortage of material and/or equipment) and financial factors.[1] Chart 1 shows the z-score of the survey results, based on data going back to 1985, except for the financial factor, where data are only available as of the first quarter of 2002.[2]
Eurozone industry: factors limiting the production
Historically, and up until 2019, demand as a factor limiting production has fluctuated more than labour or shortage of material and/or equipment. This suggests that over this period, swings in demand have played a dominant role in Eurozone business cycles, especially during the two successive crises of 2008 and 2011. The chart also illustrates the unique nature of the Covid-19 shock and its aftermath. In a first stage, weak demand due to lockdowns was weighing on production, but soon supply factors (labour, material and equipment) became the binding constraint whereas demand picked up again on the back of income support measures and the lifting of restrictions on mobility. This implied that the Eurozone economy, as well as many other countries, were facing the combination of a positive demand and a negative supply shock, with the well-known consequences in terms of inflation.
Eurozone industry: factors limiting the production and
producer price inflation
It is clear from chart 2 that 2021 and 2022 were a ‘perfect storm’ for producer price inflation with elevated demand[3], labour market bottlenecks, a shortage of material and equipment –supply disruption related to the pandemic and, in 2022, the war in Ukraine - as well as an accommodating financial environment. Focusing on the latest Eurostat inflation data and the European Commission’s survey results, one notices a big decline in producer price inflation[4] and a softening of the demand situation: the percentage of companies reporting that demand is constraining their production is on the rise, albeit from a very low level. After having increased significantly, in line with the rise in interest rates, the financial factor is weighing less on production than previously, although more than average over the long term. Finally, supply constraints (labour, material and equipment) have eased as well whilst remaining well above the historical average.
Table 1 presents the results of a univariate regression analysis with annual producer price inflation as the dependent variable and the four factors that may limit production as explanatory variables. The first part shows the results for the full data set whereas the second part is limited to the pre-Covid era. All variables are significant, except for the financial factor in the full data set, and all coefficients have the expected signs. When using the full data set –the first part of the table – labour as well as material and equipment are hugely significant and the respective R²s are a lot higher. It shows the role of supply factors in the evolution of inflation since the pandemic. However, the mostly low R²s, particularly in the pre-Covid-19 period, remind us that only using one explanatory variable leaves a lot of the variation in producer price inflation unexplained. A multivariate regression yields a better result with an R² of 0.79 for the full sample and 0.50 for the pre-Covid-19 period.[5]
These results can help in assessing the future evolution of producer price inflation. Based on the multivariate model, one would expect annual producer price inflation of 2.7% if the three explanatory variables are at their long-term average. In the second quarter of this year, the demand factor was very close to its long-term average (respectively 27 and 30) whereas the gap was still considerable for labour and material/equipment as constraints weighing on production (respectively 25 versus 7 and 28 versus 9). This would suggest that supply factors will continue to underpin producer price inflation for some time to come. There is an important caveat however: the R²s show that a significant part of inflation is not explained by the model, so perhaps other factors could act as a disinflationary force. Clearly, this begs the question of what these other factors might be. This all means that in the current environment inflation forecasts are surrounded by a high degree of uncertainty with a clear risk of disinflation being slower than hoped for. Although the analysis for the Eurozone was conducted in terms of producer price inflation, given its close relation with consumer price inflation (HICP)[6], the conclusions are also relevant for the latter.
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)
[1] The question is formulated as follows: “What main factors are currently limiting your production? None; insufficient demand; shortage of labour force; shortage of material and/or equipment; financial constraints; other factors.” Source: European Commission, The Joint Harmonised EU Programme of Business and Consumer Surveys User Guide, January 2023.
[2] The volatility of the survey data differs, so to facilitate the comparison, data have been transformed into a z-score.
[3] In chart 2 the demand series from the European Commission has been transformed by subtracting the survey results from 100. A high number corresponds to elevated demand, which does not act as a constraint on production. This introduces a positive correlation between demand and inflation, which facilitates the interpretation of the chart.
[4] On a quarterly basis, producer prices were virtually stable in the fourth quarter of 2022 and declined 3.6% in the first quarter of this year.
[5] In the multivariate regression the financial factor was left out because it was not significant.
[6] Based on monthly data since 1991, a regression of annual consumer price inflation as a function of annual producer price inflation has an R² of 0.75. Based on this equation, when producer price inflation is at its long-term average of 3.0%, consumer price inflation should be a 2.0%.