Economic Sentiment Index
This research develops an Economic Sentiment Index (ESI) for Ecuador, based on daily economic news published on national web platforms between 2019 and 2025. The indicator is generated through a reproducible process that applies sentiment analysis models in Spanish, combining lexical and deep learni...
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| Natura: | article |
| Lingua: | spa |
| Pubblicazione: |
2025
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| Accesso online: | https://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/525 |
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Aggiungi Tag | _version_ | 1858113931553275904 |
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| author | Chasi, Andrea |
| author2 | Dávila, Carlos |
| author2_role | author |
| author_facet | Chasi, Andrea Dávila, Carlos |
| author_role | author |
| collection | Revista Cuestiones Económicas |
| dc.creator.none.fl_str_mv | Chasi, Andrea Dávila, Carlos |
| dc.date.none.fl_str_mv | 2025-12-27 |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | https://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/525 10.47550/RCE/35.2.1 |
| dc.language.none.fl_str_mv | spa |
| dc.publisher.none.fl_str_mv | Banco Central del Ecuador |
| dc.relation.none.fl_str_mv | https://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/525/398 |
| dc.rights.none.fl_str_mv | Derechos de autor 2025 Cuestiones Económicas https://creativecommons.org/licenses/by-nc/4.0 info:eu-repo/semantics/openAccess |
| dc.source.none.fl_str_mv | Cuestiones Económicas; Vol. 35 Núm. 2 (2025): Revista Cuestiones Económicas; Autores: Carlos Dávila y Andrea Chasi 2697-3367 2697-3367 reponame:Revista Cuestiones Económicas instname:Banco Central del Ecuador instacron:BCE |
| dc.subject.none.fl_str_mv | Sentiment analysis Natural language processing Confidence indicators Ecuadorian economy Análisis de sentimiento Procesamiento de lenguaje natural Indicadores de confianza Economía ecuatoriana |
| dc.title.none.fl_str_mv | Economic Sentiment Index Índice de Sentimiento Económico |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion Artículos de Investigación |
| description | This research develops an Economic Sentiment Index (ESI) for Ecuador, based on daily economic news published on national web platforms between 2019 and 2025. The indicator is generated through a reproducible process that applies sentiment analysis models in Spanish, combining lexical and deep learning approaches. The results show that the PySentimiento model achieves the best performance and that the ESI exhibits significant correlations with key indicators of consumer confidence, business expectations, and economic activity. The study highlights the value of news analysis as a high-frequency and low-cost tool for macroeconomic monitoring in emerging economies. |
| eu_rights_str_mv | openAccess |
| format | article |
| id | REVCUESTEC_bcdc049e88177362c2ef60a632b56b33 |
| identifier_str_mv | 10.47550/RCE/35.2.1 |
| instacron_str | BCE |
| institution | BCE |
| instname_str | Banco Central del Ecuador |
| language | spa |
| network_acronym_str | REVCUESTEC |
| network_name_str | Revista Cuestiones Económicas |
| oai_identifier_str | oai:estudioseconomicos.bce.fin.ec:article/525 |
| publishDate | 2025 |
| publisher.none.fl_str_mv | Banco Central del Ecuador |
| reponame_str | Revista Cuestiones Económicas |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | Revista Cuestiones Económicas - Banco Central del Ecuador |
| repository_id_str | |
| rights_invalid_str_mv | Derechos de autor 2025 Cuestiones Económicas https://creativecommons.org/licenses/by-nc/4.0 |
| spelling | Economic Sentiment IndexÍndice de Sentimiento Económico Chasi, AndreaDávila, Carlos Sentiment analysisNatural language processingConfidence indicatorsEcuadorian economyAnálisis de sentimientoProcesamiento de lenguaje naturalIndicadores de confianzaEconomía ecuatorianaThis research develops an Economic Sentiment Index (ESI) for Ecuador, based on daily economic news published on national web platforms between 2019 and 2025. The indicator is generated through a reproducible process that applies sentiment analysis models in Spanish, combining lexical and deep learning approaches. The results show that the PySentimiento model achieves the best performance and that the ESI exhibits significant correlations with key indicators of consumer confidence, business expectations, and economic activity. The study highlights the value of news analysis as a high-frequency and low-cost tool for macroeconomic monitoring in emerging economies.Esta investigación desarrolla un índice de sentimiento económico (ISE) para Ecuador a partir de noticias económicas diarias publicadas en plataformas web nacionales, cubriendo el periodo de 2019 a 2025. El indicador se genera mediante un proceso reproducible que aplica modelos de análisis de sentimiento en español, combinando enfoques léxicos y de aprendizaje profundo. Los resultados muestran que el modelo PySentimiento presenta el mejor desempeño y que el ISE mantiene correlaciones significativas con los principales indicadores de confianza, expectativas empresariales y actividad económica. El estudio resalta el valor del análisis de noticias como herramienta de alta frecuencia y bajo costo para el seguimiento macroeconómico en economías emergentes.Banco Central del Ecuador2025-12-27info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionArtículos de Investigaciónapplication/pdfhttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/52510.47550/RCE/35.2.1Cuestiones Económicas; Vol. 35 Núm. 2 (2025): Revista Cuestiones Económicas; Autores: Carlos Dávila y Andrea Chasi2697-33672697-3367reponame:Revista Cuestiones Económicasinstname:Banco Central del Ecuadorinstacron:BCEspahttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/525/398Derechos de autor 2025 Cuestiones Económicashttps://creativecommons.org/licenses/by-nc/4.0info:eu-repo/semantics/openAccess2025-12-28T02:50:02Zoai:estudioseconomicos.bce.fin.ec:article/525Portal de revistashttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCEOrganismo de gobiernowww.bce.fin.echttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/oaiEcuadoropendoar:2025-12-28T02:50:02falsePortal de revistashttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCEOrganismo de gobiernowww.bce.fin.echttps://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/oaiEcuadoropendoar:2025-12-28T02:50:02Revista Cuestiones Económicas - Banco Central del Ecuadorfalse |
| spellingShingle | Economic Sentiment Index Chasi, Andrea Sentiment analysis Natural language processing Confidence indicators Ecuadorian economy Análisis de sentimiento Procesamiento de lenguaje natural Indicadores de confianza Economía ecuatoriana |
| status_str | publishedVersion |
| title | Economic Sentiment Index |
| title_full | Economic Sentiment Index |
| title_fullStr | Economic Sentiment Index |
| title_full_unstemmed | Economic Sentiment Index |
| title_short | Economic Sentiment Index |
| title_sort | Economic Sentiment Index |
| topic | Sentiment analysis Natural language processing Confidence indicators Ecuadorian economy Análisis de sentimiento Procesamiento de lenguaje natural Indicadores de confianza Economía ecuatoriana |
| url | https://estudioseconomicos.bce.fin.ec/index.php/RevistaCE/article/view/525 |