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Learn more * IMD Alumni DirectoryDiscover more than 130,000 executives who are IMD alumni.Alumni Club Events 📆Discover all upcoming events for IMD alumni! * Alumni * Our Alumni Community * Alumni Clubs * Program Communities * MBA Alumni * High Performance Leadership Alumni * Topical Communities * TOGETHER Community * Entrepreneurship Community * Luxury 2050 Forum * Events * Class Reunions * Alumni Events * Lifelong Learning * Connect * IMD Hive * IMD Directory * Support IMD * Make a Gift * Giving Causes * * * * Close WORLD COMPETITIVENESS CENTER * Overview * Rankings * World Competitiveness Ranking 2023 * World Digital Competitiveness Ranking * World Talent Ranking * Customized Solutions * Smart City Ranking * Sustainable Trade Index 2023 * Research & Insights * Partnerships * About more World Competitiveness Ranking A comprehensive annual report and worldwide reference point on the competitiveness of countries WORLD COMPETITIVENESS RANKING A comprehensive annual report and worldwide reference point on the competitiveness of countries Choose section World Competitiveness Ranking Mobile Menu World Competitiveness Ranking 2023 results Overall and Factors – 5 years Booklet 2023 Country Profiles Methodology Newsletter sign-up World Competitiveness Ranking 2023 results Overall and Factors – 5 years Booklet 2023 Country Profiles Methodology WORLD COMPETITIVENESS RANKING The IMD World Competitiveness Yearbook (WCY), first published in 1989, is a comprehensive annual report and worldwide reference point on the competitiveness of countries. It provides benchmarking and trends, as well as statistics and survey data based on extensive research. It analyzes and ranks countries according to how they manage their competencies to achieve long-term value creation. An economy’s competitiveness cannot be reduced only to GDP and productivity because enterprises also have to cope with political, social and cultural dimensions. Governments therefore need to provide an environment characterized by efficient infrastructures, institutions, and policies that encourage sustainable value creation by enterprises. The IMD World Competitiveness Ranking emphasizes a long-term trend highlighted in past editions – that the countries on the top of the list each have a unique approach to becoming competitive. The Yearbook provides extensive coverage of 64 economies, chosen based on the availability of comparable international statistics and our collaboration with local Partner Institutes, which contribute to the collection of survey data and ensure that all data are reliable, accurate and as up-to-date as possible. This year, we have the privilege of collaborating with a unique global network of Partner Institutes in 57 countries. The World Competitiveness Ranking is based on 336 competitiveness criteria selected as a result of comprehensive research using economic literature, international, national, and regional sources, and feedback from the business community, government agencies, and academics. The criteria are revised and updated regularly as new theories, research, and data become available and as the global economy evolves. Download list of criteria used in 2023 (PDF, 147 kb) IMD World Competitiveness Ranking 2023 – An overview Released on 20 June 2023, the data explores multiple factors that affect the prosperity of 64 economies. 01:00 Remaining competitive in times of geo-political turbulence World Competitiveness Ranking 2023 Results Agile governance and good access to markets boost citizens’ quality of life, says new IMD research IMD’s World Competitiveness Center’s latest report on global economic competitiveness gives leaders guidance for navigating a “fragmented” world Denmark, Ireland and Switzerland have been named the top three among 64 economies measured for their global competitiveness in the 2023 IMD World Competitiveness Ranking, published today by the World Competitiveness Center for the 35th consecutive year. Denmark maintained its grip on first place from last year, when it enjoyed a momentous inaugural rise to the top, Ireland made a remarkable leap from 11th to take second place, and Switzerland held its nerve in third, after dropping from second place in 2022 and first place in 2021. All three are small economies that make good use of their access to markets and trading partners – as does Singapore, which came fourth. Read the complete article Rankings full list of results Open 2023 Country 2022 Ranking Change 01 Denmark 01 – 02 Ireland 11 +9 ↑ 03 Switzerland 02 -1 ↓ 04 Singapore 03 -1 ↓ 05 Netherlands 06 +1 ↑ 06 Taiwan, China 07 +1 ↑ 07 Hong Kong SAR 05 -2 ↓ 08 Sweden 04 -4 ↓ 09 USA 10 +1 ↑ 10 UAE 12 +2 ↑ 11 Finland 08 -3 ↓ 12 Qatar 18 +6 ↑ 13 Belgium 21 +8 ↑ 14 Norway 09 -5 ↓ 15 Canada 14 -1 ↓ 16 Iceland 16 – 17 Saudi Arabia 24 +7 ↑ 18 Czech Republic 26 +8 ↑ 19 Australia 19 – 20 Luxembourg 13 -7 ↓ 21 China 17 -4 ↓ 22 Germany 15 -7 ↓ 23 Israel 25 +2 ↑ 24 Austria 20 -4 ↓ 25 Bahrain 30 +5 ↑ 26 Estonia 22 -4 ↓ 27 Malaysia 32 +5 ↑ 28 Korea Rep. 27 -1 ↓ 29 United Kingdom 23 -6 ↓ 30 Thailand 33 +3 ↑ 31 New Zealand 31 – 32 Lithuania 29 -3 ↓ 33 France 28 -5 ↓ 34 Indonesia 44 +10 ↑ 35 Japan 34 -1 ↓ 36 Spain 36 – 37 Kazakhstan 43 +6 ↑ 38 Kuwait – 39 Portugal 42 +3 ↑ 40 India 37 -3 ↓ 41 Italy 41 – 42 Slovenia 38 -4 ↓ 43 Poland 50 +7 ↑ 44 Chile 45 +1 ↑ 45 Cyprus 40 -5 ↓ 46 Hungary 39 -7 ↓ 47 Turkey 52 +5 ↑ 48 Romania 51 +3 ↑ 49 Greece 47 -2 ↓ 50 Croatia 46 -4 ↓ 51 Latvia 35 -16 ↓ 52 Philippines 48 -4 ↓ 53 Slovak Republic 49 -4 ↓ 54 Jordan 56 +2 ↑ 55 Peru 54 -1 ↓ 56 Mexico 55 -1 ↓ 57 Bulgaria 53 -4 ↓ 58 Colombia 57 -1 ↓ 59 Botswana 58 -1 ↓ 60 Brazil 59 -1 ↓ 61 South Africa 60 -1 ↓ 62 Mongolia 61 -1 ↓ 63 Argentina 62 -1 ↓ 64 Venezuela 63 -1 ↓ Overall and Factor Rankings – Five years Overall Open Country 2019 2020 2021 2022 2023 Argentina 61 62 63 62 63 Australia 18 18 22 19 19 Austria 19 16 19 20 24 Bahrain – – – 30 25 Belgium 27 25 24 21 13 Botswana – – 61 58 59 Brazil 59 56 57 59 60 Bulgaria 48 48 53 53 57 Canada 13 8 14 14 15 Chile 42 38 44 45 44 China 14 20 16 17 21 Colombia 52 54 56 57 58 Croatia 60 60 59 46 50 Cyprus 41 30 33 40 45 Czech Republic 33 33 34 26 18 Denmark 08 02 03 01 01 Estonia 35 28 26 22 26 Finland 15 13 11 08 11 France 31 32 29 28 33 Germany 17 17 15 15 22 Greece 58 49 46 47 49 Hong Kong SAR 02 05 07 05 07 Hungary 47 47 42 39 46 Iceland 20 21 21 16 16 India 43 43 43 37 40 Indonesia 32 40 37 44 34 Ireland 07 12 13 11 02 Israel 24 26 27 25 23 Italy 44 44 41 41 41 Japan 30 34 31 34 35 Jordan 57 58 49 56 54 Kazakhstan 34 42 35 43 37 Korea Rep. 28 23 23 27 28 Kuwait – – – – 38 Latvia 40 41 38 35 51 Lithuania 29 31 30 29 32 Luxembourg 12 15 12 13 20 Malaysia 22 27 25 32 27 Mexico 50 53 55 55 56 Mongolia 62 61 60 61 62 Netherlands 06 04 04 06 05 New Zealand 21 22 20 31 31 Norway 11 07 06 09 14 Peru 55 52 58 54 55 Philippines 46 45 52 48 52 Poland 38 39 47 50 43 Portugal 39 37 36 42 39 Qatar 10 14 17 18 12 Romania 49 51 48 51 48 Saudi Arabia 26 24 32 24 17 Singapore 01 01 05 03 04 Slovak Republic 53 57 50 49 53 Slovenia 37 35 40 38 42 South Africa 56 59 62 60 61 Spain 36 36 39 36 36 Sweden 09 06 02 04 08 Switzerland 04 03 01 02 03 Taiwan, China 16 11 08 07 06 Thailand 25 29 28 33 30 Turkey 51 46 51 52 47 UAE 05 09 09 12 10 United Kingdom 23 19 18 23 29 USA 03 10 10 10 09 Venezuela 63 63 64 63 64 Economic Performance Open Country 2019 2020 2021 2022 2023 Argentina 61 60 59 57 59 Australia 14 23 19 16 10 Austria 20 15 20 24 22 Bahrain – – – 39 23 Belgium 37 25 24 14 13 Botswana – – 62 60 62 Brazil 57 56 51 48 41 Bulgaria 47 34 41 49 48 Canada 12 10 14 10 09 Chile 48 50 53 50 52 China 02 07 04 04 08 Colombia 50 52 56 45 37 Croatia 55 45 50 32 46 Cyprus 19 13 13 38 47 Czech Republic 17 16 23 18 27 Denmark 26 21 17 13 15 Estonia 44 35 29 33 54 Finland 35 43 34 44 39 France 34 32 28 17 24 Germany 09 05 03 05 12 Greece 60 55 52 51 58 Hong Kong SAR 10 28 30 15 36 Hungary 46 19 08 08 21 Iceland 54 58 55 56 45 India 24 37 37 28 33 Indonesia 25 26 35 42 29 Ireland 06 12 22 07 01 Israel 40 39 36 36 31 Italy 53 42 39 41 44 Japan 16 11 12 20 26 Jordan 62 62 63 62 63 Kazakhstan 45 48 45 58 57 Korea Rep. 27 27 18 22 14 Kuwait – – – – 19 Latvia 52 53 44 54 55 Lithuania 39 33 33 43 49 Luxembourg 04 08 10 01 38 Malaysia 11 09 15 12 07 Mexico 28 38 49 27 30 Mongolia 58 59 58 61 60 Netherlands 13 01 02 19 11 New Zealand 36 40 32 47 50 Norway 32 30 25 25 17 Peru 41 51 60 40 53 Philippines 38 44 57 53 40 Poland 18 29 27 29 25 Portugal 43 41 43 46 42 Qatar 03 06 11 09 05 Romania 49 46 40 55 51 Saudi Arabia 30 20 48 31 06 Singapore 05 03 01 02 03 Slovak Republic 42 49 47 52 56 Slovenia 33 36 31 26 34 South Africa 59 61 61 59 61 Spain 29 31 42 35 32 Sweden 21 22 16 21 28 Switzerland 23 18 07 30 18 Taiwan, China 15 17 06 11 20 Thailand 08 14 21 34 16 Turkey 51 57 46 37 43 UAE 07 04 09 06 04 United Kingdom 22 24 26 23 35 USA 01 02 05 03 02 Venezuela 63 63 64 63 64 Government Efficiency Open Country 2019 2020 2021 2022 2023 Argentina 61 63 64 63 64 Australia 13 15 16 16 18 Austria 28 25 29 34 36 Bahrain – – – 20 20 Belgium 36 35 37 33 22 Botswana – – 42 41 37 Brazil 62 61 62 61 62 Bulgaria 42 39 47 49 55 Canada 14 10 15 18 16 Chile 26 20 22 30 32 China 35 37 27 29 35 Colombia 56 56 58 59 61 Croatia 58 59 57 46 49 Cyprus 32 21 25 24 30 Czech Republic 34 36 36 22 17 Denmark 06 04 07 06 05 Estonia 27 19 18 15 15 Finland 17 16 14 10 13 France 48 46 39 40 47 Germany 22 24 23 21 27 Greece 60 52 52 55 53 Hong Kong SAR 01 01 01 02 02 Hungary 45 47 40 37 40 Iceland 15 17 17 14 19 India 46 50 46 45 44 Indonesia 25 31 26 35 31 Ireland 11 13 13 11 03 Israel 30 27 33 32 34 Italy 53 57 55 54 56 Japan 38 41 41 39 42 Jordan 43 45 35 44 41 Kazakhstan 21 29 21 25 23 Korea Rep. 31 28 34 36 38 Kuwait – – – – 26 Latvia 33 32 32 28 39 Lithuania 29 33 31 23 33 Luxembourg 10 12 10 13 10 Malaysia 24 30 30 38 29 Mexico 52 55 59 60 60 Mongolia 59 53 54 57 58 Netherlands 09 11 12 12 12 New Zealand 08 08 11 17 21 Norway 07 06 04 05 09 Peru 49 40 48 52 50 Philippines 41 42 45 48 52 Poland 44 43 56 56 54 Portugal 37 34 38 43 43 Qatar 05 07 06 07 04 Romania 51 49 44 47 46 Saudi Arabia 18 22 24 19 11 Singapore 03 05 05 04 07 Slovak Republic 57 60 51 51 48 Slovenia 39 38 43 42 45 South Africa 50 54 61 53 59 Spain 40 44 49 50 51 Sweden 16 14 09 09 14 Switzerland 04 02 02 01 01 Taiwan, China 12 09 08 08 06 Thailand 20 23 20 31 24 Turkey 55 51 60 58 57 UAE 02 03 03 03 08 United Kingdom 19 18 19 26 28 USA 23 26 28 27 25 Venezuela 63 62 63 62 63 Business Efficiency Open Country 2019 2020 2021 2022 2023 Argentina 59 62 63 63 63 Australia 24 21 34 26 30 Austria 17 16 18 18 26 Bahrain – – – 24 22 Belgium 28 22 20 19 05 Botswana – – 61 57 50 Brazil 57 47 49 52 61 Bulgaria 54 53 59 59 62 Canada 16 10 16 13 17 Chile 41 37 40 41 45 China 15 18 17 15 21 Colombia 47 52 51 60 59 Croatia 63 63 64 49 56 Cyprus 52 35 43 44 55 Czech Republic 37 38 41 29 15 Denmark 07 01 01 01 01 Estonia 33 27 31 22 25 Finland 13 13 12 05 09 France 38 43 36 35 39 Germany 26 25 23 21 29 Greece 58 51 44 46 48 Hong Kong SAR 02 02 03 07 11 Hungary 56 59 56 48 58 Iceland 19 15 14 08 10 India 30 32 32 23 28 Indonesia 20 31 25 31 20 Ireland 03 05 11 11 03 Israel 21 26 29 27 24 Italy 42 45 35 34 38 Japan 46 55 48 51 47 Jordan 35 46 33 45 36 Kazakhstan 29 34 28 32 31 Korea Rep. 34 28 27 33 33 Kuwait – – – – 42 Latvia 43 44 42 37 57 Lithuania 23 24 30 25 27 Luxembourg 12 17 13 20 19 Malaysia 18 29 24 38 32 Mexico 49 48 47 47 51 Mongolia 61 57 60 61 64 Netherlands 04 04 04 03 02 New Zealand 22 30 22 36 35 Norway 08 08 06 10 18 Peru 55 50 53 53 53 Philippines 32 33 37 39 40 Poland 36 40 57 58 43 Portugal 45 41 38 42 41 Qatar 10 11 15 14 12 Romania 51 54 52 50 49 Saudi Arabia 25 19 26 16 13 Singapore 05 06 09 09 08 Slovak Republic 60 61 55 54 52 Slovenia 40 39 45 43 46 South Africa 44 56 58 56 54 Spain 39 42 39 40 37 Sweden 06 03 02 02 06 Switzerland 09 09 05 04 07 Taiwan, China 14 12 07 06 04 Thailand 27 23 21 30 23 Turkey 48 36 46 55 44 UAE 01 07 08 17 16 United Kingdom 31 20 19 28 34 USA 11 14 10 12 14 Venezuela 62 60 62 62 60 Infrastructure Open Country 2019 2020 2021 2022 2023 Argentina 51 52 56 54 56 Australia 17 18 23 19 20 Austria 11 10 12 10 15 Bahrain – – – 39 37 Belgium 21 19 19 20 10 Botswana – – 63 61 61 Brazil 54 53 52 53 55 Bulgaria 50 50 54 51 54 Canada 12 08 08 11 11 Chile 47 45 45 47 46 China 16 22 18 21 21 Colombia 56 56 53 56 57 Croatia 49 48 50 45 45 Cyprus 42 38 41 40 42 Czech Republic 31 32 31 28 24 Denmark 03 02 03 02 02 Estonia 34 33 30 27 29 Finland 05 04 05 04 03 France 09 13 15 15 17 Germany 10 11 10 09 14 Greece 41 39 39 41 40 Hong Kong SAR 22 14 16 14 13 Hungary 39 41 37 36 38 Iceland 13 17 09 08 07 India 55 49 49 49 52 Indonesia 53 55 57 52 51 Ireland 23 23 20 23 19 Israel 18 20 21 17 18 Italy 32 30 29 31 30 Japan 15 21 22 22 23 Jordan 58 58 55 55 53 Kazakhstan 43 51 47 46 47 Korea Rep. 20 17 16 16 16 Kuwait – – – – 49 Latvia 35 37 35 35 41 Lithuania 30 34 34 32 31 Luxembourg 25 24 24 24 25 Malaysia 28 31 32 37 35 Mexico 57 57 58 58 59 Mongolia 62 62 62 62 63 Netherlands 08 09 07 05 05 New Zealand 24 25 25 29 28 Norway 07 06 04 06 08 Peru 61 60 60 59 60 Philippines 59 59 59 57 58 Poland 36 35 42 43 39 Portugal 29 27 27 30 32 Qatar 40 40 40 38 33 Romania 48 47 48 48 50 Saudi Arabia 38 36 36 34 34 Singapore 06 07 11 12 09 Slovak Republic 44 46 44 42 44 Slovenia 27 29 33 33 36 South Africa 60 61 61 60 62 Spain 26 26 26 25 27 Sweden 04 01 02 03 04 Switzerland 02 03 01 01 01 Taiwan, China 19 15 14 13 12 Thailand 45 44 43 44 43 Turkey 46 43 46 50 48 UAE 33 28 28 26 26 United Kingdom 14 12 13 18 22 USA 01 05 06 07 06 Venezuela 63 63 64 63 64 WORLD COMPETITIVENESS BOOKLET 2023 Browse this summary of the full report IMD World Competitiveness Booklet 2023 REDISCOVER THE 2022 IMD WORLD COMPETITIVENESS RANKING Find out more Competitiveness Country Profiles Summary country profiles are available in the free version of IMD World Competitiveness Online for all 64 countries covered in 2023 (+ Russia and Ukraine for 2021), including the Competitiveness, Digital, and Talent rankings. Discover the profiles in our online database: Countries A – E Open * Argentina * Australia * Austria * Bahrain * Belgium * Botswana * Brazil * Bulgaria * Canada * Chile * China * Colombia * Croatia * Cyprus * Czech Republic * Denmark * Estonia Countries F – K Open * Finland * France * Germany * Greece * Hong Kong SAR * Hungary * Iceland * India * Indonesia * Ireland * Israel * Italy * Japan * Jordan * Kazakhstan * Korea Rep. * Kuwait Countries L – R Open * Latvia * Lithuania * Luxemboure * Malaysia * Mexico * Mongolia * Netherlands * New Zealand * Norway * Peru * Philippines * Poland * Portugal * Qatar * Romania Countries S – Z Open * Saudi Arabia * Singapore * Slovak Republic * Slovenia * South Africa * Spain * Sweden * Switzerland * Taiwan, China * Thailand * Turkey * UAE * United Kingdom * USA * Venezuela Methodology and principles of analysis Below is an explanation of the methodology used by the IMD World Competitiveness Center to develop the IMD World Competitiveness Ranking, the IMD World Digital Competitiveness Ranking, and the IMD World Talent Report. Although the methodology is intended to be general, ranking-specific examples are mentioned throughout. This does not mean, however, that the principle under discussion is not applicable to the other rankings. The specificities of each ranking are introduced in the tables, as indicated. How does the IMD World Competitiveness Yearbook measure competitiveness? Open Over the past two decades, the methodology used to assess the competitiveness of countries has been fine-tuned to take into account the evolution of the global environment and new research. In this way, the WCY keeps pace with structural changes in national environments and the rapidly changing technological revolution. We make these changes gradually so that we can preserve the comparability of results from year to year and highlight the evolution of an economy’s performance relative to the competitiveness of others. Based on analysis made by leading scholars and on our own research, all criteria is grouped into sub-factors. Each sub-factor does not necessarily include the same number of criteria (for example, it takes more criteria to assess Education than to evaluate Prices). Sub-factors, irrespective of the number of criteria they contain, have the same weight in the overall consolidation of results. In the case of the World Competitiveness Ranking, for example, the weight of each sub-factor is 5% (20 x 5 = 100). This allows us to “lock” the weight of the sub-factors regardless of the number of criteria they include. We believe that this approach improves the reliability of the results and helps ensure a high degree of compatibility with past results. Statistics are sometimes prone to errors or omission, locking the weights of sub-factors has the same function as building “fire barriers”; it prevents problems from spreading in a disproportionate way. The WCY uses different types of data to measure quantifiable and qualitative issues separately. Statistical indicators are acquired from international, national and regional organizations, private institutions and our Partner Institutes. These statistics are referred to in the WCY as hard data. The hard data represent a weight of two-thirds in the overall rankings. Additional criteria are drawn from our annual Executive Opinion Survey and are referred to in the WCY as survey data. The survey questions are included in the Yearbook as individual criteria and are also used to calculate the overall rankings, representing a weight of one-third. Executive Opinion Survey Open Our Executive Opinion Survey complements the statistics we use from international, national, and regional sources. While the hard data show how competitiveness is measured over a specific period of time, the survey data measures competitiveness as it is perceived by market participants. The survey is designed to quantify issues that are not easily measured, for example: management practices, corruption, adaptive attitudes, and the agility of companies. The survey responses reflect present and future perceptions of competitiveness by business executives who are dealing with international business situations. Their responses are more recent and closer to reality since there is no time lag with the year under consideration, which is often a problem with hard data, which show a “picture of the past.” The Executive Opinion Survey is sent to mid- and upper-level managers in all the economies studied. The sample of respondents is representative of the entire economy, covering a cross-section of the business community in all economic sectors. In order to be statistically representative, we select a sample size that is proportional to the GDP breakdown of economic sectors of the economy. The survey respondents are nationals or expatriates, in domestic or international enterprises who have resided at least a year in the economy under consideration. They are asked to evaluate the present and future competitiveness conditions of the economy in which they work, drawing from their domestic and international experience. The online survey takes place from end of February to beginning of May. All responses are treated as confidential. In 2023, we received 6,400 responses from the 64 economies worldwide. The respondents assess the competitiveness issues by answering the questions on a scale of 1 to 6. The average value for each economy is then calculated and converted into a 0 to 10. How are the rankings calculated? Open The essential building block for the rankings is the standardized value for all the criteria (i.e., STD value). The first step is to compute the STD value for each criterion using the data available for all the economies (see the next section Data Processing Methodology for more detail). We then rank the economies based on the criteria that are used in the aggregation: a combination of hard and survey data. Additional criteria are presented for background information only; they are not included in the aggregation of data to determine the overall rankings. Details on the type and number of criteria used in the calculation of each of the rankings are presented in the table below. In most cases, a higher value is better, for example, for Gross Domestic Product; the economy withthe highest standardized value is ranked first while the one with the lowest is last. However, for some criteria the inverse may be true, where the lowest value is the most competitive, for example, Software Piracy. In these cases, a reverse ranking is used: the economy with the highest standardized value is ranked last and the one with the lowest is first. Ranking/Report Hard Data Survey Background information Total ranked criteria World Competitiveness 2023 164 92 80 336 World Digital Competitiveness 2022 34 20 3 57 World Talent 2022 14 17 3 34 Data Processing Methodology Open Standard Deviation Method As distinct criteria exhibit different scales and units, a comparable standard measure – the Standard Deviation Method (SDM) – is used to compute the overall, factor and sub-factor results. It measures the relative difference between the economies’ performances, resulting in a more accurate assessment of each country’s relative position in the final rankings. First, for each criterion, we compute the average value for the entire population of economies. Then, the standard deviation is calculated using the following formula: x = original value x ̅= average value of all the economies N = number of economies S = standard deviation Subsequently, we compute each of the economies’ STD values for the all the ranked criteria. The STD is calculated by subtracting the average value of the 64 economies from the economy’s original value and then dividing the result by the standard deviation. The STD value for criteria i is calculated as follows: x = original value x ̅= average value of all the economies N = number of economies S = standard deviation Subsequently, we compute each of the economies’ STD values for the all the ranked criteria. The STD is calculated by subtracting the average value of the 64 economies from the economy’s original value and then dividing the result by the standard deviation. The STD value for criteria i is calculated as follows: Aggregation of Data and Rankings In the WCY some criteria are provided as background information only and are not included in the determination of the rankings. Some background data, however, are presented in ranking order while others are shown alphabetically. STD values are calculated for each individual criterion, based on the STD method described above. All hard data indicators are reviewed to determine the shape of the distribution. Non-normally distributed data is normalized by taking the log. The STD is then calculated using the logged values. The sub-factor rankings are determined by calculating the average of the STD values of all criteria comprising the sub-factor. All the hard data have a weight of 1. The survey data are weighted so that the survey accounts for one- third in the determination of the overall ranking. When data are unavailable for a particular economy, the missing values are replaced by STD values that are imputed from the average of existing data within the sub-factor. Taking the average for each sub-factor enables us to “lock” the weight of all the sub-factors irrespective of the number of criteria they contain so that each sub-factor has an equal impact on the overall rankings. Next, we aggregate the sub-factor STD values to determine the factor rankings. Only ranked criteria are aggregated to obtain these rankings. The STD values of the factors are then aggregated to determine the overall rankings. All the ranked criteria comprised in the factors are thus included in the consolidation of data. Since all the statistics are standardized, they can be aggregated to compute indices. We use these index values, which we call “scores,” to compute the Factors and the Overall Rankings. It should be noted that across the factors, only one economy has a value equal to 100 and one economy a value equal to 0. To calculate the overall rankings, we take the average of the factors’ scores of the respective ranking (Competitiveness, Digital or Talent) and then convert them into an index with the leading economy given a value of 100. Survey Criteria Each year we conduct a survey to quantify issues related to competitiveness for which there are no hard statistics. The survey is an in- depth 92-point questionnaire sent to middle and upper level managers in the economies included in the rankings. The distribution reflects a breakdown of industry by sectors: primary, industry/manufacturing and services/finance. In 2023 we received 6,400 responses for an average of approximately 100 replies per economy. The target list is determined by IMD and has been developed over many years with the collaboration of our Partner Institutes worldwide. Confidentiality is ensured and the list is updated every year. Respondents answer only for the economy in which they have worked and resided in the past year. Results, therefore, reflect widespread knowledge about each economy and draw on the wealth of their international experience. The respondents assess the competitiveness issues by answering the questions on a scale of 1-6, with 1 indicating a negative perception and 6 indicating the most positive perception. The WCY calculates the average value for each economy, then the data is converted from a1-6 scale to a 0-10 scale, using the formula below. Finally, the survey responses are transformed into their standard deviation values, from which the rankings are calculated. where X = average value. Trends A trend or growth rate offers a more dynamic assessment than absolute values. The formulas used to calculate trends and growth rates are explained below: 1. Annual real growth rate (i = inflation rate): 2. Average annual percentage growth rate (n = number of periods): Growth formulas, however, may have shortcomings. The average annual growth rate fails to reveal the real extent of changes, as it flattens or inflates year-to-year growth rates. For example, an average growth rate over two years might be calculated at 15%, while in reality there was 5% growth between the first and second years, and 25% between the second and third years. The average annual growth is used only when data vary widely in the middle years of a period, and less widely between the first and last years of the period. It is also used in cases where it is impossible to combine negative and positive initial and final values. This approach gives a more accurate picture than the compound rate under these circumstances. Deflated Values The following formula is used when calculating real growth rates from nominal values, because it takes into account cumulative inflation (e.g., real growth in Household Consumption Expenditure). The final deflated value is then used to obtain the annual real growth rate. Taking a five-year time span as an example: Deflated final value (i = inflation rate): More about the World Competitiveness Center World Competitiveness Online IMD World Competitiveness Online is a unique and comprehensive database on the competitiveness of nations. It includes time series from the IMD World Competitiveness Yearbook, the leading annual report published by IMD since 1989, from the IMD World Talent Ranking and from the IMD World Digital Competitiveness Ranking. Access the online database Visit our eShop Where you can order : IMD World Competitiveness Package / IMD World Competitiveness Online Database / Yearbook (hardcopy) + digital version (PDF) / Country Profiles / Competitiveness Factors. Order online Smart City Index Published by The Smart City Observatory (IMD and Singapore University of Technology and Design – SUTD). The Smart city index offers a balanced focus on economic and technological aspects of smart cities on the one hand, and “humane dimensions” of smart cities (quality of life, environment, inclusiveness) on the other. More info You might be interested in… News Stories Asian and European citizens see their cities as the ‘smartest’, finds 2023 IMD Smart City Index Asia and Europe dominate the top 20 in this year’s revamped IMD Smart City Index. 4 April 2023 More info News Stories How Switzerland can greatly benefit from the importing and exporting of data A panel of experts convened at IMD for this year’s Digital Competitiveness Summit. 29 September 2022 More info News Stories ‘Sustainability first Denmark’ tops economic competitiveness ranking The Nordic nation takes the lead for the first time in the IMD World Competitiveness Ranking, which also highlights how inflationary pressures are causing pressing socio-environmental concerns to take a backseat. 15 June 2022 More info News Stories Leaders: pay attention to what really motivates your workers People’s motivation for work during the pandemic has proven crucial for economic success, IMD’s World Talent Ranking 2021 finds. 9 December 2021 More info News Stories Data shows effects of COVID-19 and climate change on citizens’ perceptions of how ‘smart’ their cities are The third edition of the annual IMD-SUTD Smart City Index (SCI) has revealed that city-dwellers’ perceptions of how technology is helping to address urban challenges has been highly affected by the pandemic and its acceleration of digital transfor… 28 October 2021 More info News Stories Talent, regulation and capital needed for Thai economy to recover Boosting digital skills and education is key to future competitiveness of Thailand’s economy, says Professor Arturo Bris. 27 January 2021 More info REGISTER TO RECEIVE THE LATEST NEWS AND EVENTS FROM IMD’S WORLD COMPETITIVENESS CENTER REGISTER FOR THE WCC NEWSLETTER I am happy to be contacted by IMD, receive thought leadership, program information and personal advice At IMD we care about your privacy. 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