
Featured project
ZHAW SML Nearshoring Index
Measuring the attractiveness of European regions for Swiss IT service firms — 115 regions, five weighted pillars, one score from 0 to 100.
The index draws on roughly fifty variables organized in five pillars, primarily from the Eurostat regional database at NUTS 1 and NUTS 2 level, complemented by the specialized sources listed in the references below.
1.Labor Market Factors
Reflects various dimensions of the local labor market — IT labor supply and demand as well as labor cost factors — enabling firms to access a qualified workforce.
- Employment in the IT sector relative to population in a NUTS 2 region
- Average hours worked per year and employee in the IT sector in a NUTS 1 region
- Employment of young workers (25–34 yrs) relative to overall employment in the IT sector at NUTS 1 level
- Vacancy rate in the IT sector in percent of IT employees in a NUTS 1 region
- Hourly labor costs (wages and bonus) in EUR in the IT sector in a NUTS 2 region
- Labor cost growth in % between 2012 and 2016 in the IT sector
2.Social Factors
Incorporates cultural distance metrics, health infrastructure, and quality-of-life measures affecting site attractiveness and workforce integration.
- Purchasing Power Standard (PPS) adjusted GDP per capita in a NUTS 2 region as a measure of economic wellbeing
- Number of hotel beds in a NUTS 1 region as a measure of regional attractiveness
- Number of expats in a country as a measure of openness towards foreigners
- Life expectancy in years at the NUTS 2 region
- Number of medical doctors per capita as a measure of health system quality at the NUTS 1 region
- Number of hospital beds per capita as a measure of health system quality at the NUTS 1 region
- Language proximity as a measure of cultural closeness and ease of communication at the country level
- Number of Swiss expats in a country as a measure of cultural closeness and possible contacts
- Murder rate per 100,000 inhabitants at the country level as a measure of safety
- Cultural distance index between Switzerland and a NUTS 1 region
- Power distance index between Switzerland and a NUTS 1 region
- Uncertainty avoidance distance between Switzerland and a NUTS 1 region
- Masculinity distance between Switzerland and a NUTS 1 region
- Individualism distance index between Switzerland and a NUTS 1 region
3.Institutional Factors
Reflects political factors and their direct economic consequences for the offshoring decision, including regional government quality to gauge the ease of conducting business.
- EU/EEA membership indicator at the country level
- Schengen indicator at the country level
- Doing Business indicators at the country level
- Ease of starting a business score
- Ease of dealing with construction permits score
- Ease of getting electricity score
- Ease of registering property score
- Strength of minority investor protection score
- Ease of paying taxes score
- Ease of trading across borders score
- Ease of enforcing contracts score
- Ease of resolving insolvency score
- Rule of Law index at the country level
- Quality of government scores at the NUTS 1 region level
- Overall score
- Impartiality score — treating individuals and firms equally
- Corruption score — education, health care, law enforcement, elections, corruption experience
- Education, health care, and law enforcement quality score
- Voter turnout in the last general election as a measure of political participation at the NUTS 1 region level
4.General Location Factors
Addresses geographical factors — such as distance from Bern and airport connectivity — that influence site selection, as physical separation creates communication obstacles.
- Physical distance between Bern and a NUTS 1 region in km
- Number of airport passengers (in 1,000) at NUTS 1 level as a measure of reachability
- Motorway km per sq. km as a measure of infrastructure and mobility within the NUTS 1 region
- Broadband access in % of population within NUTS 1 as a measure of internet infrastructure
- Common spoken official language in a country and Switzerland, in % of population of the foreign country
- Percent of population speaking English
- Office rental costs in EUR for 80% prime office space, based on selected cities within the NUTS 1 region
5.General Economic Factors
Encompasses direct financial considerations — labor taxes, corporate rates — that operate somewhat independently of institutional quality.
- Non-wage labor costs (taxes, etc.) in percent of IT employees' wages in a NUTS 1 region
- Corporate income tax in percent at the country level
- Inflation between 2015 and 2018, taking 2015 as the base year
- Variation in yearly exchange rates between the foreign currency and CHF, 2008–2018
- Exchange rate trend between the foreign currency and CHF, 2008–2018 (depreciation is better for Swiss firms)
- GDP in EUR in the NUTS 2 region
- GDP per capita in EUR in the NUTS 2 region
- GDP growth between 2014 and 2018 by NUTS region
- Ease of getting credit score
References
- Eurostat Regional Database
- Melitz, J. & Toubal, F. (2014), “Native language, spoken language, translation and trade”, Journal of International Economics 93(2), 351–363
- EDA Auslandschweizerstatistik
- Kaasa, A., Vadi, M. & Varblane, U. (2013), “European Social Survey as a source of new cultural dimensions estimates for regions”, International Journal of Cross Cultural Management 13(2), 137–157
- Wikipedia: EU/EEA and Schengen Area membership
- Doing Business, The World Bank
- The World Justice Project (2018)
- Charron, N., Dijkstra, L. & Lapuente, V. (2015), “Mapping the regional divide in Europe”, Social Indicators Research 122(2), 315–346
- Mayer, T. & Zignago, S. (2011), “Notes on CEPII's distances measures: the GeoDist Database”, CEPII Working Paper 2011-25
- EF English Proficiency Index (EF EPI)
- Cushman & Wakefield, Occupier Metrics
- EY Worldwide Corporate Tax Guide (2018)
- IMF Exchange Rates