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WORLD COMPETITIVENESS CENTER
 * Overview
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   * World Digital Competitiveness Ranking
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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) /
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