Micro data linking Michael E. Nielsen & Jon Mortensen EU Twinning Project: Globalisation Statistics State Statistics Service of Ukraine, 28 April 2015
An evolving national data warehouse Micro data linking TEC Project for Nordic Council of Ministers Outline 2
Increased demand for micro data linking from researchers and policy makers Added value of collected, existing data – without raising respondent burden Question is not “what do countries trade?” but “what kind of enterprises trade?” (size, activity, ownership etc.) Empirical evidence shows that: Enterprises are not homogeneous but heterogeneous. Globalised enterprises are “better” than non-globalised ones, and “The happy few” are heterogeneous too Positive feed-back loop Micro linking of data reveals that globalised enterprises are the sort of enterprises policy makers want to promote and nurture more detailed knowledge needed demand for more micro data linking An evolving national data warehouse: Why? 3
An evolving national database: - Addressing the stove pipe approach 4 Foreign trade (Services) Foreign trade (Goods) FATS Inward International sourcing Business Register Accounts Statistics FATS Outward
Methodological issues Complex enterprises, demographic events analytical pitfalls Revisions Time consuming as tables are “handmade” Confidentiality Non-automated, time consuming, sensitive to multidimensional disaggregation Data timeliness t+18, t+10?, t+16?, Quality? Resources No additional burden on reporters. Producers, however… …thus creation of the national data warehouse is an ongoing, step-by-step process mostly driven by external funding General challenges 5
Linking trade in goods and enterprise statistics 6
Exporting enterprise: An enterprise with an export of goods of at least DKK 37,500 (EUR 5,000) and accounting for at least 5 per cent of the enterprise’s turnover (in a given year) Other enterprises: Enterprises with export of goods below threshold/cut-off Enterprises with no export of goods Exporting enterprises 7
Matching SBS and international trade in goods 8 Output from national databases Exporting enterprises Enterprises with export of goods below threshold Enterprises with no export of goods All enterprises (SBS)
Matching SBS and international trade in goods 9 Output from national databases. 2012
Datasets are compiled by linking micro data from trade registers with business registers Aims at describing trade flows from the view point of enterprises: Characteristics of importing/exporting enterprises Involvement of different industries in international trade Involvement of small and medium enterprises (SMEs) in international trade Impact of international trade on employment, growth and income Effectiveness of export-promotion policies Trade by Enterprise Characteristics (TEC): New statistical domain 10
First discussions started in late 1990s However, more concrete objectives and methodological development during last 10 years Methodology and indicators developed by Eurostat in co-operation with the EU Member States The revised Intrastat and Extrastat Regulations include a module on TEC Mandatory compilation from reference year 2009 Currently data from data collected on voluntary basis TEC: project history 11
Mandatory Trade by activity (NACE) and enterprise size class Concentration of trade by activity Trade by partner country and activity Trade by number of partner countries and activity Trade by commodity (CPA) and activity Voluntary Trade by type of trader (one-way, two way) Trade by ownership Trade by export intensity Trade by activity sectors Trade by partner countries and size-class TEC: indicators 12
TEC: General findings 13
Number of Danish enterprises with trade/ percentage of total TEC: Danish results 14
TEC: Danish results – 15 Exporters by size-class
Number of danish enterprises trading with Ukraine (2013) What about Ukraine? 16 Exporters Total779 Top 5 industries Wholesale trade, except of motor vehicles259 Manufacture of machinery and equipment n.e.c.112 Wholesale and retail trade and repair of motor vehicles83 Manufacture of computer, electronic and optical products44 Manufacture of food products38 Importers Total315 Top 5 industries Wholesale trade, except of motor vehicles111 Retail trade, except of motor vehicles and motorcycles29 Manufacture of machinery and equipment n.e.c.27 Manufacture of computer, electronic and optical products17 TRANSPORTATION AND STORAGE16
Still negotiated but… SDMX (from 2015?) Early publication of preliminary data to be revised later -Currently t+18 months, may become t+10 and t+16 Voluntary tables may become mandatory TEC likely to become more important/ attract more focus (from Eurostat, other DCs, OECD) … …and more demanding to compile Future/FRIBS 17
Project for the Nordic Council of Ministers Nordic NSIs, coordinated by STATDK Nordic Council of Ministers project 18
Output from the Nordic project 19 Report available at: Focus on Exports, goods, enterprises Strongholds – markets, products Role of SMEs Performance of on BRIC, Next-11, US markets Existing trade data + new national databases
Market position for the Nordic countries 20 Benchmark: Share of EU-27 export of goods Based on Eurostat database on international trade (tables DS and DS ).
Distributed micro data research in the Nordic project: How? 21 1) Guidelines for database 2) SAS code for execution 3) Standardised output tables for analysis
Database contents Foreign Trade Markets (BRIC, Brazil, etc.) Products (Pharmaceuticals, Fish, etc.) New database Enterprises Activity Nationality Size class Employment Turnover Gross value added 22
What is the role of SMEs in Nordic goods exports? 23 Output from national databases. Enterprises in manufacturing and wholesale. 2011
How are SMEs, large enterprises performing? 24 Output from national databases. Exports of goods of enterprises in manufacturing and wholesale. 2011
Main markets of Danish SMEs, large enterprises? 25 Large enterprises 1. Germany 2. United Kingdom 3. United States 4. Sweden 5. China (incl. HK) 6. Norway 7. Netherlands 8. France 9. Italy 10. Spain Large enterprises 1. Germany 2. United Kingdom 3. United States 4. Sweden 5. China (incl. HK) 6. Norway 7. Netherlands 8. France 9. Italy 10. Spain Output from national database. Enterprises in manufacturing and wholesale SMEs 1. Germany 2. Sweden 3. Norway 4. United Kingdom 5. Netherlands 6. France 7. United States 8. Finland 9. China (incl. HK) 10. Poland SMEs 1. Germany 2. Sweden 3. Norway 4. United Kingdom 5. Netherlands 6. France 7. United States 8. Finland 9. China (incl. HK) 10. Poland
Danish SMEs, large enterprises’ main export products to China (incl. HK)? 26 Large enterprises 1. Hides, skins, furskins 2. Med., pharmaceutical products 3. G’ral industrial machinery, equipment, parts 4. Power-g’rating machinery, equipment 5. Professional, scientific, controlling instruments Large enterprises 1. Hides, skins, furskins 2. Med., pharmaceutical products 3. G’ral industrial machinery, equipment, parts 4. Power-g’rating machinery, equipment 5. Professional, scientific, controlling instruments Output from national database. 2-dg. SITC. Enterprises in manufacturing and wholesale SMEs 1. Meat, meat preparations 2. Telecom, sound-recording, reprod. apparatus, equipm. 3. G’ral industrial machinery, equipment, parts 4. Fish… 5. Machinery specialized for particular industries SMEs 1. Meat, meat preparations 2. Telecom, sound-recording, reprod. apparatus, equipm. 3. G’ral industrial machinery, equipment, parts 4. Fish… 5. Machinery specialized for particular industries
Where do SMEs have high shares of Danish export of goods? 27 Output from national database. Enterprises in manufacturing and wholesale. 2011
Thank you for your attention! Michael E. Nielsen Jon Mortensen