**4.3 Analysis of data**


**Figure 2.** *Regression line innovation and creativity.*







*A Worldwide Regression Analysis of Relations between Creativity, Innovation, and Quality… DOI: http://dx.doi.org/10.5772/intechopen.111744*

**Table 3.**

*Innovation index [35] and ISO standard index.*

**Relations between innovation and creativity. (118 Countries) Relations between innovation and creativity (RQ1). H01 – There is no relationship between innovation and creativity. H11 – There is a strong relationship between innovation and creativity.**






The results show that Innovation at a level of 96.47% has the explanation of indication of the Creativity factor [2].

Relations between the Innovation index and the Creativity index are strong (r = 0.982182).

```
Regression equation y = 0.9935x
R2 coefficient = 0.09647
```
Correlation coefficient "r" = 0.982182.

Hypothesis:

H01 – There is no relationship between innovation and creativity.

– the model is not good, with the security level α=0.05.

H11 – There is a strong relationship between innovation and creativity.

– the model is good.

By ANOVA Fllog> Fcrit, F Significance F (probability getting these results) < α= 0.05.

H0 is not valuable, H1 has been verified, with a significance level of 0.05 or a level of reliability = 95 %.

Coefficients are the values of the correlation coefficient.

**Relations between innovation and quality management (RQ2).**

**H02 – There is no relationship between innovation and creativity.**

*A Worldwide Regression Analysis of Relations between Creativity, Innovation, and Quality… DOI: http://dx.doi.org/10.5772/intechopen.111744*


**H12 – There is a strong relationship between innovation and creativity.**

At ISO 54.0% can be explained under the indication of the Innovation factor The relation (Connection) between them is strong (r = 0.732825).

Regression equation y = 1E-0.4x

R2 coefficient = 0.54

Correlation coefficient "r" = 0.732825.

Hypothesis:

H02 – There is no relationship between innovation and quality management.

– the model is not good, with the security level α=0.05.

H12 – There is a strong relationship between innovation and quality management. – the model is good.

By ANOVA Fllog> Fcrit F Significance F (probability getting these results) < α= 0.05.

H0 is not valuable and H1 has been verified, with a significance level of 0.05 or a level of reliability = 95 %.

Coefficients are the values of the correlation coefficient.

Relations between innovation and ISO certificates (113 Countries**) Relations between creativity and quality management (RQ3). H03 – There is no relationship between innovation and creativity. H13 – There is a strong relationship between innovation and creativity.**


ISO 58.0% under Creativity factor indication

The relation is strong (r = 0.725443).

Hypothesis:

H03 – There is no relationship between creativity and quality management.

– the model is not good, with the security level α=0.05.

H13 – There is a strong relationship between creativity and quality management. – the model is good.

By ANOVA Fllog> Fcrit F Significance F (probability getting these results) < α= 0.05

H0 is not valuable and H1 has been verified, with a significance level of 0.05 or a level of reliability = 95 %.

Coefficients are the values of the correlation coefficient.

**Relations between creativity and ISO certificates. (113 Countries)**

*A Worldwide Regression Analysis of Relations between Creativity, Innovation, and Quality… DOI: http://dx.doi.org/10.5772/intechopen.111744*

**Figure 3.** *Regression line innovation inverse IndeazSx and ISO standard index.*




*A Worldwide Regression Analysis of Relations between Creativity, Innovation, and Quality… DOI: http://dx.doi.org/10.5772/intechopen.111744*

