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Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)

Despite the successful experience of highly developed countries, for example, in achieving sustainable development, there is no single recipe. Each country can create its own development scenario or combine existing, which will provide it with positive results. We can determine the best ones using t...

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Detalles Bibliográficos
Autores principales: Melnychuk, I.V., Bui, Y.V., Pobihun, S.A., Hobyr, I.B., Savko, O.Ya.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9812705/
https://www.ncbi.nlm.nih.gov/pubmed/36619442
http://dx.doi.org/10.1016/j.heliyon.2022.e12420
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author Melnychuk, I.V.
Bui, Y.V.
Pobihun, S.A.
Hobyr, I.B.
Savko, O.Ya.
author_facet Melnychuk, I.V.
Bui, Y.V.
Pobihun, S.A.
Hobyr, I.B.
Savko, O.Ya.
author_sort Melnychuk, I.V.
collection PubMed
description Despite the successful experience of highly developed countries, for example, in achieving sustainable development, there is no single recipe. Each country can create its own development scenario or combine existing, which will provide it with positive results. We can determine the best ones using the built rating. To build it, the article proposes an approach consisting of several stages. First, the study determines the relationship between the selected factors and the resulting indicator using a correlation analysis. Then, using the Sturges rule, we determine the range and group the countries in the context of each range (group) in accordance with the level of individual indicators. After, we form groups of countries according to the rating. This approach is entirely shown on the impact of small and medium enterprises' innovation on greenhouse gas emissions. Correlation analysis is often used to determine the relationship between factors and resulting indicators. We have shown that its use without additional processing of input data can lead to false results. Therefore, further in the study show imperfection of "blind" correlation and regression analysis in the phenomenological approach. And in our example, offer an improved technique for processing input data for correlation analysis and changed the ranking of countries.
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spelling pubmed-98127052023-01-06 Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions) Melnychuk, I.V. Bui, Y.V. Pobihun, S.A. Hobyr, I.B. Savko, O.Ya. Heliyon Research Article Despite the successful experience of highly developed countries, for example, in achieving sustainable development, there is no single recipe. Each country can create its own development scenario or combine existing, which will provide it with positive results. We can determine the best ones using the built rating. To build it, the article proposes an approach consisting of several stages. First, the study determines the relationship between the selected factors and the resulting indicator using a correlation analysis. Then, using the Sturges rule, we determine the range and group the countries in the context of each range (group) in accordance with the level of individual indicators. After, we form groups of countries according to the rating. This approach is entirely shown on the impact of small and medium enterprises' innovation on greenhouse gas emissions. Correlation analysis is often used to determine the relationship between factors and resulting indicators. We have shown that its use without additional processing of input data can lead to false results. Therefore, further in the study show imperfection of "blind" correlation and regression analysis in the phenomenological approach. And in our example, offer an improved technique for processing input data for correlation analysis and changed the ranking of countries. Elsevier 2022-12-20 /pmc/articles/PMC9812705/ /pubmed/36619442 http://dx.doi.org/10.1016/j.heliyon.2022.e12420 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Melnychuk, I.V.
Bui, Y.V.
Pobihun, S.A.
Hobyr, I.B.
Savko, O.Ya.
Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title_full Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title_fullStr Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title_full_unstemmed Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title_short Improved CRA-method in phenomenological approach (on the example of innovative SME and GHG emissions)
title_sort improved cra-method in phenomenological approach (on the example of innovative sme and ghg emissions)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9812705/
https://www.ncbi.nlm.nih.gov/pubmed/36619442
http://dx.doi.org/10.1016/j.heliyon.2022.e12420
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