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Archive:Employment content in EU exports - an analysis with FIGARO data

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Data extracted in July 2022.

Planned article update: July 2023.

Highlights

In 2020, the employment of 30 million persons in the EU was supported by exports to non-member countries, equivalent to just over one in seven of the 206 million persons employed in the EU.

As a share of total employment, the employment in each of the EU Member States that was supported by exports from any of the EU Member States peaked at nearly one quarter in Luxembourg (24 %) and Ireland (23 %).

Germany is by far the largest contributor to export-supported employment spillover in the EU: in 2020, 1.2 million persons employed in EU Member States other than Germany were supported by German exports.

Manufacturing exports supported 18 million persons employed in the EU in 2020, 59 % of all export-supported employment.

[[File:Employment content in EU exports-interactive_NA2022.xlsx]]

Share of employment in each Member State supported by EU exports, 2020


The production of goods and services requires inputs which may have been sourced domestically or globally. The final value of a product may well reflect value that has been added in many different stages through the combination of factors of production, including employment. The employment input may have been located in many different countries.

An analysis of the employment content of exports of goods and services can provide insight into international trade relations. This article aims to provide an indication of the relationship between employment in the European Union (EU) and the EU’s exports. This is done by analysing the employment content of EU exports at a detailed industry [1] level.

The article provides an overview of the data compiled using the FIGARO tables – Full International and Global Accounts for Research in input-Output analysis – and the Leontief input-output model (Miller and Blair, 2009). For more information, see the Data Sources and Context sections below.


Full article

Whole economy – all industries combined

Number and share of persons employed

The number of persons employed in the EU or in individual EU Member States that is supported by exports includes not only employment in enterprises that are directly exporting, but also in other enterprises which provide goods or services to support the production of exported goods and services; in other words, it includes employment in upstream enterprises. This may concern employment in enterprises in the same industry as the exporter or in a different one (depending, in part, how detailed an activity classification is used). Equally, exports by enterprises in one Member State may support employment in the same Member State or in a different one.

Regardless of whether presenting data for the EU as a whole or for individual EU Member States, all references to exports in this article concern exports to non-member countries, in other words extra-EU exports; trade between Member States is not considered.

In 2020, the employment of 29.9 million persons in the EU was supported by exports to non-member countries. In relative terms, this export-supported employment was 14.5 % of total number of persons employed (206.4 million), equivalent to just over one in seven persons employed within the EU.

In absolute terms, Germany was the EU Member State with the highest level of employment supported by exports from any of the EU Member States: in 2020, the employment of 7.4 million persons in Germany was supported by exports from the EU, including exports from Germany itself. The level of export-supported employment in Germany was more than the combined level of export-supported employment in France (3.5 million) and Italy (3.4 million), which had the second and third highest levels (see Table 1). As a share of total employment, the employment in each of the EU Member States that was supported by exports from any of the EU Member States ranged from just under 1 in 10 in Croatia (9.2 %) and Greece (9.8 %) to nearly one in four in Ireland (23.3 %) and Luxembourg (23.5 %).

Table 1: Employment and exports, key indicators, 2020
Source: Eurostat – FIGARO

As well as the export-supported employment indicator shown in Table 1, a second indicator has been compiled, which shows the level of employment anywhere in the EU that is supported by the exports from a particular EU Member State. Figure 1 compares these two indicators. The figure has been ranked on the difference between the two indicators.

The EU Member States on the left-hand side of the figure are those that benefit more (in employment terms) from exports from other Member States than the employment they support in other Member States through their own exports: in other words, they are net beneficiaries from cross-border spillover effects (see Box 1 for an explanation of domestic and spillover effects). For example, employment of 2.4 million persons in Poland was supported by exports from any of the EU Member States (including from Poland), whereas 1.8 million persons were employed across the EU (some of which were in Poland) and supported by exports from Poland; the difference – with Poland being a net beneficiary – was 636 000 persons employed. All three Baltic Member States were net beneficiaries from spillover effects, as were all of the eastern Member States except for Slovakia, as well as Spain, Greece and Portugal.

The EU Member States on the right-hand side of Figure 1 are those that benefit less in employment terms from exports from other Member States than the employment they support in other Member States through their own exports: these Member States are therefore net contributors of cross-border spillover effects. For example, employment of 3.4 million persons in Italy was supported by exports from any of the EU Member States (including from Italy), whereas 3.6 million persons were employed across the EU (some of which were in Italy) and supported by exports from Italy; the difference was 174 000 persons employed. All three Nordic Member States and all of the western Member States were net contributors of spillover effects, as were Italy, Malta, Cyprus and Slovakia.

Figure 1: Employment supported by exports, 2020
(thousands)
Source: Eurostat – FIGARO

Figure 2 focuses on export-supported employment within each EU Member State (supported by exports from anywhere in the EU). Most EU Member States recorded an increase in export-supported employment between 2010 (which was during the recovery from the global financial and economic crisis) and 2020 (the beginning of the COVID-19 crisis). Small decreases in absolute and relative terms were observed in Bulgaria and Finland.

The share of export-supported employment in total employment in the EU increased from 11.7 % in 2010 to 14.5 % in 2020. Overall, export-supported employment in the EU increased by 6.8 million during this period. Just over one fifth of the increase (1.5 million more persons employed; 22.4 % of the EU increase) was located in Germany, with the next largest increases in France (691 000 more persons employed; 10.2 % of the EU increase), Croatia (538 000 more persons employed; 7.9 % of the EU increase), Austria (424 000 more persons employed; 6.2 % of the EU increase) and Italy (420 000 more persons employed; 6.2 % of the EU total).

In relative terms, the largest increases in export-supported employment between 2010 and 2020 were in Malta (up 416.3 %) and Croatia (up 363.4 %), while export-supported employment also more than doubled (up more than 100.0 %) in Cyprus, Luxembourg and Portugal.

Figure 2: Employment in each Member State supported by exports of all Member States to non-member countries, 2010 and 2020
(thousands)
Source: Eurostat – FIGARO

Domestic and spillover effects

The share of export-supported employment within each EU Member State can be divided into two parts – the domestic effect and the spillover effect received – with a further division of the domestic effect between direct and indirect effects: see Box 1 for more information. The share of total employment in each Member State that is supported by these effects is presented in Figure 3.

Box 1: What are domestic and spillover effects?

The spillover received effect reflects the employment in a given EU Member State that is supported by the exports of other Member States. For example, it includes employment in a Member State engaged in the production of intermediate inputs to be used in other Member States’ exports to non-member countries.

The domestic effect is employment in a given EU Member State that is supported by its own exports. This employment may be in the same industry as the one that exports the goods or services (direct) or in another industry (indirect). As such, the indirect domestic effect is effectively an industrial spillover effect within a single EU Member State – it is employment in a particular industry that is supported by the exports of a different industry (within the same Member State).

In this article, the analysis splitting the domestic effect into a direct and indirect effect is based on an analysis of the economy dividing it into 21 different industries (the section level of the EU’s activity classification called NACE). Examples of industries at this level of detail are manufacturing, distributive trades, or information and communication services. If a more detailed level of classification would be used, then the direct domestic effect would be smaller and the indirect domestic effect would be larger. For example, it is common for manufactured goods to pass through several stages of processing (each resulting in an intermediate good) before being completed (typically as a capital or consumer good). If the final good is exported by the manufacturing industry, export-supported employment in upstream manufacturing processes in the same Member State would be considered as being supported by the direct domestic effect when manufacturing is considered as being just one industry; if the analysis is done at a finer level of detail, with manufacturing divided up into several industries, some of the upstream employment may be in manufacturing industries that are different from the exporting manufacturing industry, and would therefore be considered as being supported by the indirect domestic effect.

For example, dividing the whole economy into 64 different industries, manufacturing is divided into 19 divisions (or regroupings of divisions). In 2020 in Germany, exports from one of these, the manufacture of motor vehicles, trailers and semi-trailers, supported 122 700 persons employed in other manufacturing activities within Germany. This employment is considered as part of the direct domestic effect when analysing the economy in 21 industries (as all of manufacturing is considered to be one industry), but part of the indirect domestic effect when analysing the economy in 64 industries.

The direct domestic effect accounted for 6.8 % of total employment in the EU in 2020, while the indirect domestic effect accounted for 4.8 % and the spillover received effect 2.8 % (see Figure 3).

Figure 3: Share of employment in each Member State supported by exports of all Member States to non-member countries, 2020
(%)
Source: Eurostat – FIGARO

Among the EU Member States, the largest contributions to total employment of the direct domestic effect were in Ireland (12.2 %) and Bulgaria (11.7 %), while this effect also contributed 10.0 % or more of employment in Malta and Latvia. The lowest contribution of the direct domestic effect was observed in Croatia (4.6 %). The largest contribution to total employment of the indirect domestic effect was in Luxembourg (8.4 %), followed by Ireland (8.1 %) and Malta (7.4 %); the smallest contribution was again in Croatia (2.2 %). The largest contribution to total employment of the spillover received effect was in Luxembourg (5.9 %), followed by Slovakia, Czechia, Slovenia (all 4.9 %) and Poland (4.8 %), while the smallest contributions were in Greece and Italy (both 1.7 %) – see Map 1.

Map 1: Share of spillover received effects supported by exports to non-member countries within value added, 2020
(%)
Source: Eurostat – FIGARO

The direct domestic effect – in other words, employment in an industry in a specific EU Member State that is supported by exports from that same industry in that same Member State – accounted for 47.3 % of all export-supported employment across the EU Member States in 2020. The direct domestic effect was the largest effect in each of the Member States, accounting for more than half of export-supported employment in 11 of them. In relative terms, the largest impact of the direct domestic effect within all export-supported employment was 55.7 %, recorded for Bulgaria; the smallest impact was 39.0 %, recorded for Slovakia.

The indirect domestic effect accounted for 33.4 % of all export-supported employment in the EU Member States in 2020. This was the second largest effect (among the three shown in Figure 3) in two thirds of the EU Member States: in Poland, Slovenia, Hungary, Estonia, Czechia, Croatia, Slovakia, Austria and Romania, the spillover received effect was larger. The indirect domestic effect accounted for one fifth to two fifths of export-supported employment in all but one of the Member States: the lowest share was 21.0 % in Hungary while the highest share – over two fifths – was 41.8 % in Italy.

The spillover received effect accounted for 19.3 % of all export-supported employment in the EU Member States in 2020. The spillover received effect accounted for 12.1 % of export-supported employment in Malta, while there were also relatively low shares in the three largest EU Member States: 12.3 % in Italy, 14.7 % in Germany and 15.7 % in France. The spillover received effect accounted for one quarter or more of export-supported employment in 11 Member States, peaking at 32.9 % in Poland.

Export-supported employment from the domestic and spillover received effects are shown in absolute values in Table 2. Such employment from the domestic effect is shown in the shaded cells running in a diagonal line from the top left to the bottom right of the table.

The largest level of export-supported employment resulting from the domestic effect was clearly in Germany, where 6.3 million persons employed were supported by Germany’s own exports, with the next largest domestic effects observed in Italy and France (both 3.0 million).

The single largest spillover effect between any pair of countries was the 216 000 persons employed in Poland in 2020 who were supported by German exports. Four other country pairings had spillover effects that concerned more than 120 000 persons employed:

  • 143 000 and 138 000 persons employed in Germany who were supported by French and Italian exports respectively;
  • 129 000 persons employed in France who were supported by German exports;
  • 124 000 persons employed in Italy who were supported by German exports.

Germany was by far the largest contributor of export-supported employment resulting from spillover effects: 1.2 million persons employed in 2020 in EU Member States other than Germany were supported by German exports. As noted above, 216 000 of these were in Poland, 129 000 in France and 124 000 in Italy, while Czechia (107 000), Spain (96 000), the Netherlands (81 000), Romania (64 000), Austria (58 000) and Hungary (also 58 000) all had more than 50 000 persons employed who were supported by German exports. For comparison, the next highest contributors were France (652 000 persons employed in other Member States), Italy (592 000) and the Netherlands (432 000). The high figure for the Netherlands may reflect, among other factors, the large distributive trades industry in the Netherlands and the fact that the port of Rotterdam – the largest maritime port within the EU in terms of the quantity of freight handled – is located in the Netherlands.

Table 2: Employment in each Member State supported by the exports of each Member State, 2020
(thousands)
Source: Eurostat – FIGARO

Industries

Whereas Table 2 focused on employment in EU Member States that was supported by exports from themselves (domestic effect) or other Member States (spillover received effect), Table 3 provides a similar analysis for industries. This presentation reveals the extent to which employment in specific industries is dependent on exports from the same industry or from other (downstream) industries. Unlike Table 2, Table 3 does not show absolute values of the number of persons employed, presenting instead shares. The shares in each column sum to 100.0 %: each column shows the distribution (among employing industries) of employment that is supported by exports from a specific industry.

The share of export-supported employment within the same industry as the export industry is shown in the shaded cells running in a diagonal line from the top left to the bottom right of the table. The highest share [2] was observed for education: in 2020, 89.3 % of all employment in the EU that was supported by exports from the education industry was in the education industry itself; the 20 other industries received the remaining 10.7 % of employment supported by exports from the education industry, with the administrative and support service activities industry the largest beneficiary (2.5 %) of export-supported employment from industrial spillover effects.

By contrast, two industries had shares along this diagonal that were below half.

  • For employment supported by exports from the electricity, gas, steam and air conditioning supply industry, 35.1 % was in the same industry, and close to one tenth was in each of distributive trades (9.8 %), manufacturing (9.4 %) and administrative and support service activities (8.9 %).
  • For employment supported by exports from the real estate activities industry, 30.0 % was in the same industry, 16.5 % was in construction, 8.1 % in professional, scientific and technical activities (which includes, among others, the activities of notaries, architectural and engineering services), 7.5 % in administrative and support service activities, 7.1 % in manufacturing, and 6.9 % in financial and insurance activities.
Table 3: Supported employment in each industry as a share of the total employment supported by the exports of each industry, EU, 2020
(%)
Source: Eurostat – FIGARO

Based on these percentage shares, the single largest industrial spillover effect between any pair of industries was the 16.5 % noted above for employment in construction supported by exports from the real estate industry. Four other industry pairings had industrial spillover effects where the shares were more than one tenth of employment supported by exports from a particular industry:

  • 13.8 % of the employment supported by construction exports was in manufacturing;
  • 12.2 % of the employment supported by exports of the financial and insurance activities industry was in the professional, scientific and technical activities industry;
  • 11.7 % of the employment supported by manufacturing exports was in distributive trades;
  • 10.2 % of the employment supported by information and communication services was in distributive trades.

In absolute terms, the picture is somewhat different, as manufacturing exports alone supported 17.8 million persons employed in the EU in 2020, equivalent to around three fifths (59.4 %) of all export-supported employment in the EU. Some 9.6 million of this total were employed within manufacturing itself, with the remaining 8.1 million representing the industrial spillover effect within the other 20 industries. The eight largest industry pairings for export-supported employment resulting from industrial spillover effects all concerned employment in industries outside the manufacturing industry itself that were supported by manufacturing exports. For example, 2.1 million persons employed in distributive trades were supported by manufacturing exports, as were 1.3 million persons in administrative and support service activities, 1.1 million persons in professional, scientific and technical activities, and 964 000 persons in transportation and storage (see Figure 4).

Figure 4: Employment in each industry supported by manufacturing exports, 2020
(thousands)
Source: Eurostat – FIGARO

The largest pairing of industrial spillover effects that did not involve manufacturing was the 208 000 persons employed in transportation and storage who were supported by exports from distributive trades.

Table 4 identifies for each of the EU Member States which two industries had the highest level of export-supported employment. In 20 of the Member States, manufacturing had the highest level of export-supported employment in 2020, while there were three more Member States where manufacturing had the second highest level.

Greece, Cyprus, Luxembourg and Malta were the exceptions where manufacturing was not one of the two industries with the highest level of export-supported employment. The next most common industry in Table 4 was distributive trades, which had the highest level of export-supported employment in two Member States and the second highest in 12 more.

Five other industries appear in Table 4:

  • administrative and support service activities – seven times (Belgium, Cyprus, Luxembourg, Hungary, Malta, Slovenia and Finland);
  • professional, scientific and technical activities – three times (Malta, the Netherlands and Portugal);
  • transportation and storage – three times (Estonia, Greece and Lithuania);
  • agriculture, forestry and fishing – twice (Bulgaria and Romania);
  • financial and insurance activities – twice (Cyprus and Luxembourg).
Table 4: Industries with largest employment supported by exports of all Member States to non-member countries, 2020
Source: Eurostat – FIGARO

Earlier in this article it was noted that there are large industrial spillover effects from manufacturing exports, in the sense that a considerable number of persons employed in other industries are supported by exports from the manufacturing industry. Despite this large contributor effect, in most of the EU Member States – including the five largest ones – manufacturing still had the highest level of employment supported by exports (from any industry), as can be seen from Map 2.

Map 2: Industries with highest level of employment supported by the exports of all Member States to non-member countries, 2020
Source: Eurostat – FIGARO

Source data for tables and graphs

Excel.jpg Employment content in EU exports: tables and figures

All FIGARO data for employment are available from the following files:

Data sources

FIGARO tables are a statistical product of the integrated global accounts for economic modelling. They link national accounts and data on business, trade and jobs for the EU Member States, the United States and a selection of other non-EU countries which are the main EU trade partners (Argentina, Australia, Brazil, Canada, China, India, Indonesia, Japan, Mexico, Norway, Russia, Saudi Arabia, South Africa, South Korea, Switzerland, Turkey and the United Kingdom) represented in the OECD ICIO (inter-country input-output tables); a ‘rest of the world’ region completes the FIGARO tables.

Internationally, the FIGARO tables contribute as much as possible to the OECD ‘Global regional TiVA initiative’ and to the compilation of the OECD global inter-country input-output tables by providing data for the EU and its Member States.

The FIGARO tables present the relationship between the EU economies and the United States at a detailed level of 64 industries and 64 products, as defined in the ‘ESA 2010 National accounts transmission program’. The FIGARO data for the remaining EU partner countries come from the underlying data of the OECD TiVA database and cover 30 industries/products, in line with the OECD classification of 36 industries. The OECD ICIO data used here were released in November 2021; their time series spans to 2018 and Eurostat has made projections for the following years up to 2020. These estimates will be progressively replaced when new OECD TiVA and ICIO releases will become available.

Frequency and availability

Currently, the data in the FIGARO tables are available from 2010 to 2020 (period T–24 months, T being the year of release). As of 2021, they are produced annually by Eurostat.

The FIGARO tables will be updated on an annual basis with the latest available reference year (for example data for 2021 in 2023). The time series is in line with the latest macroeconomic aggregates.

More information

For more information, please refer to the FIGARO dedicated section.

Context

Partners

The FIGARO tables result from a collaborative project between Eurostat and the European Commission’s Joint Research Centre.

The FIGARO tables contribute to the OECD’s global inter-country input-output tables published under the TiVA initiative, which considers the value added by each country in the production of goods and services that are consumed worldwide.

Purpose

The FIGARO tables provide the first official inter-country supply, use and input-output data for the EU. They are a tool for analysing the social, economic and environmental effects of globalisation in the EU. These may be analysed through studies on competitiveness, growth, productivity, employment, environmental footprint and international trade (for example, analyses of global value chains).

The tables are used to evaluate EU policies and assess the position of the EU (or the euro area or individual EU Member States) in the world.

Notes

  1. The terms industry/industries are used in this article as synonyms for activity/activities, in the sense of the activities listed in the NACE classification.
  2. Leaving aside the small and somewhat atypical industry of activities of households as employers and undifferentiated goods- and services-producing activities of households for own use.

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