Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida Article Swipe
Björn Reu
,
Yovanny Duran-Barajas
,
Zarith Tatiana Villamizar-Gómez
,
Silvia Fernanda Ardila-Hurtado
,
Juan Camilo Remolina-Ayala
,
Sergio Bolívar-Santamaría
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.18273/revdu.vesp1-2022004
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.18273/revdu.vesp1-2022004
En años recientes, R se ha vuelto una herramienta indispensable para el análisis de datos en muchas áreas de las ciencias básicas, aplicadas y en la industria. En lugar de aprender múltiples herramientas, los estudiantes pueden utilizar un entorno único para una gran diversidad de métodos de análisis de datos. Más que un lenguaje de programación, R ofrece nuevas vías para la enseñanza de la estadística, debido a que los problemas de análisis de datos pueden ser desarrollados paso a paso y analizados de manera transparente y reproducible, p.ej. usando R Markdown. Esto permite un aprendizaje interactivo y orientado a resolver problemas, combinando la teoría y la práctica.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- es
- Landing Page
- https://doi.org/10.18273/revdu.vesp1-2022004
- https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571
- OA Status
- hybrid
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4312887707
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4312887707Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.18273/revdu.vesp1-2022004Digital Object Identifier
- Title
-
Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertidaWork title
- Type
-
articleOpenAlex work type
- Language
-
esPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-09-26Full publication date if available
- Authors
-
Björn Reu, Yovanny Duran-Barajas, Zarith Tatiana Villamizar-Gómez, Silvia Fernanda Ardila-Hurtado, Juan Camilo Remolina-Ayala, Sergio Bolívar-SantamaríaList of authors in order
- Landing page
-
https://doi.org/10.18273/revdu.vesp1-2022004Publisher landing page
- PDF URL
-
https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571Direct OA link when available
- Concepts
-
Humanities, Computer science, ArtTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4312887707 |
|---|---|
| doi | https://doi.org/10.18273/revdu.vesp1-2022004 |
| ids.doi | https://doi.org/10.18273/revdu.vesp1-2022004 |
| ids.openalex | https://openalex.org/W4312887707 |
| fwci | 0.0 |
| type | article |
| title | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T14100 |
| topics[0].field.id | https://openalex.org/fields/17 |
| topics[0].field.display_name | Computer Science |
| topics[0].score | 0.7889000177383423 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1706 |
| topics[0].subfield.display_name | Computer Science Applications |
| topics[0].display_name | Scientific Research and Technology |
| topics[1].id | https://openalex.org/T14070 |
| topics[1].field.id | https://openalex.org/fields/33 |
| topics[1].field.display_name | Social Sciences |
| topics[1].score | 0.7476999759674072 |
| topics[1].domain.id | https://openalex.org/domains/2 |
| topics[1].domain.display_name | Social Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/3317 |
| topics[1].subfield.display_name | Demography |
| topics[1].display_name | Knowledge Societies in the 21st Century |
| topics[2].id | https://openalex.org/T14246 |
| topics[2].field.id | https://openalex.org/fields/17 |
| topics[2].field.display_name | Computer Science |
| topics[2].score | 0.6881999969482422 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1706 |
| topics[2].subfield.display_name | Computer Science Applications |
| topics[2].display_name | E-Learning and Knowledge Management |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C15708023 |
| concepts[0].level | 1 |
| concepts[0].score | 0.6232843995094299 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q80083 |
| concepts[0].display_name | Humanities |
| concepts[1].id | https://openalex.org/C41008148 |
| concepts[1].level | 0 |
| concepts[1].score | 0.4434415400028229 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[1].display_name | Computer science |
| concepts[2].id | https://openalex.org/C142362112 |
| concepts[2].level | 0 |
| concepts[2].score | 0.22457614541053772 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q735 |
| concepts[2].display_name | Art |
| keywords[0].id | https://openalex.org/keywords/humanities |
| keywords[0].score | 0.6232843995094299 |
| keywords[0].display_name | Humanities |
| keywords[1].id | https://openalex.org/keywords/computer-science |
| keywords[1].score | 0.4434415400028229 |
| keywords[1].display_name | Computer science |
| keywords[2].id | https://openalex.org/keywords/art |
| keywords[2].score | 0.22457614541053772 |
| keywords[2].display_name | Art |
| language | es |
| locations[0].id | doi:10.18273/revdu.vesp1-2022004 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4393913339 |
| locations[0].source.issn | 0123-7969, 2145-8537 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 0123-7969 |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Revista Docencia Universitaria/Revista docencia universitaria |
| locations[0].source.host_organization | |
| locations[0].source.host_organization_name | |
| locations[0].license | cc-by |
| locations[0].pdf_url | https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571 |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Revista Docencia Universitaria |
| locations[0].landing_page_url | https://doi.org/10.18273/revdu.vesp1-2022004 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5038928336 |
| authorships[0].author.orcid | https://orcid.org/0000-0001-5271-6420 |
| authorships[0].author.display_name | Björn Reu |
| authorships[0].affiliations[0].raw_affiliation_string | Revista Docencia Universitaria Forma de referencia en |
| authorships[0].affiliations[1].raw_affiliation_string | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje |
| authorships[0].affiliations[2].raw_affiliation_string | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida. |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Björn Reu |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida., Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje, Revista Docencia Universitaria Forma de referencia en |
| authorships[1].author.id | https://openalex.org/A5046110408 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-6326-2804 |
| authorships[1].author.display_name | Yovanny Duran-Barajas |
| authorships[1].affiliations[0].raw_affiliation_string | Revista Docencia Universitaria Forma de referencia en |
| authorships[1].affiliations[1].raw_affiliation_string | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida. |
| authorships[1].affiliations[2].raw_affiliation_string | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Yovanny Duran-Barajas |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida., Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje, Revista Docencia Universitaria Forma de referencia en |
| authorships[2].author.id | https://openalex.org/A5061509884 |
| authorships[2].author.orcid | https://orcid.org/0000-0001-8550-2357 |
| authorships[2].author.display_name | Zarith Tatiana Villamizar-Gómez |
| authorships[2].affiliations[0].raw_affiliation_string | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje |
| authorships[2].affiliations[1].raw_affiliation_string | Revista Docencia Universitaria Forma de referencia en |
| authorships[2].affiliations[2].raw_affiliation_string | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida. |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Zarith Tatiana Villamizar-Gómez |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida., Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje, Revista Docencia Universitaria Forma de referencia en |
| authorships[3].author.id | https://openalex.org/A5009401434 |
| authorships[3].author.orcid | https://orcid.org/0000-0001-6442-2710 |
| authorships[3].author.display_name | Silvia Fernanda Ardila-Hurtado |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Silvia Fernanda Ardila-Hurtado |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5087773311 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-2715-3803 |
| authorships[4].author.display_name | Juan Camilo Remolina-Ayala |
| authorships[4].affiliations[0].raw_affiliation_string | Revista Docencia Universitaria Forma de referencia en |
| authorships[4].affiliations[1].raw_affiliation_string | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje |
| authorships[4].affiliations[2].raw_affiliation_string | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida. |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Juan Camilo Remolina-Ayala |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | (2022). Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida., Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje, Revista Docencia Universitaria Forma de referencia en |
| authorships[5].author.id | https://openalex.org/A5008840058 |
| authorships[5].author.orcid | https://orcid.org/0000-0003-2648-6961 |
| authorships[5].author.display_name | Sergio Bolívar-Santamaría |
| authorships[5].author_position | last |
| authorships[5].raw_author_name | Sergio Andrés Bolívar-Santamaría |
| authorships[5].is_corresponding | False |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571 |
| open_access.oa_status | hybrid |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Análisis de datos utilizando el lenguaje de programación R: una experiencia de aprendizaje virtual en el aula invertida |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T14100 |
| primary_topic.field.id | https://openalex.org/fields/17 |
| primary_topic.field.display_name | Computer Science |
| primary_topic.score | 0.7889000177383423 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1706 |
| primary_topic.subfield.display_name | Computer Science Applications |
| primary_topic.display_name | Scientific Research and Technology |
| related_works | https://openalex.org/W2748952813, https://openalex.org/W2390279801, https://openalex.org/W2358668433, https://openalex.org/W2376932109, https://openalex.org/W2001405890, https://openalex.org/W93312527, https://openalex.org/W2382290278, https://openalex.org/W2350741829, https://openalex.org/W2530322880, https://openalex.org/W1596801655 |
| cited_by_count | 0 |
| locations_count | 1 |
| best_oa_location.id | doi:10.18273/revdu.vesp1-2022004 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4393913339 |
| best_oa_location.source.issn | 0123-7969, 2145-8537 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 0123-7969 |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Revista Docencia Universitaria/Revista docencia universitaria |
| best_oa_location.source.host_organization | |
| best_oa_location.source.host_organization_name | |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571 |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Revista Docencia Universitaria |
| best_oa_location.landing_page_url | https://doi.org/10.18273/revdu.vesp1-2022004 |
| primary_location.id | doi:10.18273/revdu.vesp1-2022004 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4393913339 |
| primary_location.source.issn | 0123-7969, 2145-8537 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 0123-7969 |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Revista Docencia Universitaria/Revista docencia universitaria |
| primary_location.source.host_organization | |
| primary_location.source.host_organization_name | |
| primary_location.license | cc-by |
| primary_location.pdf_url | https://revistas.uis.edu.co/index.php/revistadocencia/article/download/13534/12571 |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Revista Docencia Universitaria |
| primary_location.landing_page_url | https://doi.org/10.18273/revdu.vesp1-2022004 |
| publication_date | 2022-09-26 |
| publication_year | 2022 |
| referenced_works_count | 0 |
| abstract_inverted_index.R | 3, 56, 90 |
| abstract_inverted_index.a | 67, 79, 99 |
| abstract_inverted_index.y | 23, 81, 86, 97, 105 |
| abstract_inverted_index.En | 0, 27 |
| abstract_inverted_index.de | 13, 18, 29, 44, 46, 48, 54, 63, 71, 73, 83 |
| abstract_inverted_index.el | 11 |
| abstract_inverted_index.en | 15, 24 |
| abstract_inverted_index.ha | 5 |
| abstract_inverted_index.la | 25, 61, 64, 103, 106 |
| abstract_inverted_index.se | 4 |
| abstract_inverted_index.un | 37, 52, 94 |
| abstract_inverted_index.las | 19 |
| abstract_inverted_index.los | 33, 69 |
| abstract_inverted_index.que | 51, 68 |
| abstract_inverted_index.ser | 76 |
| abstract_inverted_index.una | 7, 41 |
| abstract_inverted_index.Esto | 92 |
| abstract_inverted_index.Más | 50 |
| abstract_inverted_index.gran | 42 |
| abstract_inverted_index.para | 10, 40, 60 |
| abstract_inverted_index.paso | 78, 80 |
| abstract_inverted_index.años | 1 |
| abstract_inverted_index.datos | 14, 74 |
| abstract_inverted_index.lugar | 28 |
| abstract_inverted_index.p.ej. | 88 |
| abstract_inverted_index.vías | 59 |
| abstract_inverted_index.datos. | 49 |
| abstract_inverted_index.debido | 66 |
| abstract_inverted_index.manera | 84 |
| abstract_inverted_index.muchas | 16 |
| abstract_inverted_index.nuevas | 58 |
| abstract_inverted_index.ofrece | 57 |
| abstract_inverted_index.pueden | 35, 75 |
| abstract_inverted_index.usando | 89 |
| abstract_inverted_index.vuelto | 6 |
| abstract_inverted_index.áreas | 17 |
| abstract_inverted_index.único | 39 |
| abstract_inverted_index.entorno | 38 |
| abstract_inverted_index.permite | 93 |
| abstract_inverted_index.teoría | 104 |
| abstract_inverted_index.aprender | 30 |
| abstract_inverted_index.ciencias | 20 |
| abstract_inverted_index.lenguaje | 53 |
| abstract_inverted_index.métodos | 45 |
| abstract_inverted_index.resolver | 100 |
| abstract_inverted_index.utilizar | 36 |
| abstract_inverted_index.Markdown. | 91 |
| abstract_inverted_index.análisis | 12, 47, 72 |
| abstract_inverted_index.aplicadas | 22 |
| abstract_inverted_index.básicas, | 21 |
| abstract_inverted_index.orientado | 98 |
| abstract_inverted_index.problemas | 70 |
| abstract_inverted_index.analizados | 82 |
| abstract_inverted_index.combinando | 102 |
| abstract_inverted_index.diversidad | 43 |
| abstract_inverted_index.enseñanza | 62 |
| abstract_inverted_index.industria. | 26 |
| abstract_inverted_index.múltiples | 31 |
| abstract_inverted_index.problemas, | 101 |
| abstract_inverted_index.práctica. | 107 |
| abstract_inverted_index.recientes, | 2 |
| abstract_inverted_index.aprendizaje | 95 |
| abstract_inverted_index.estudiantes | 34 |
| abstract_inverted_index.herramienta | 8 |
| abstract_inverted_index.interactivo | 96 |
| abstract_inverted_index.transparente | 85 |
| abstract_inverted_index.desarrollados | 77 |
| abstract_inverted_index.estadística, | 65 |
| abstract_inverted_index.herramientas, | 32 |
| abstract_inverted_index.indispensable | 9 |
| abstract_inverted_index.reproducible, | 87 |
| abstract_inverted_index.programación, | 55 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 6 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/4 |
| sustainable_development_goals[0].score | 0.44999998807907104 |
| sustainable_development_goals[0].display_name | Quality Education |
| citation_normalized_percentile.value | 0.15801183 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |