The Role of the Media in the Inflation Expectation Formation Process
This research highlights the role played by the media in the formation of inflation expectations among various respondents in Ukraine. Using a large news corpus and machine-learning techniques, I have constructed newsbased metrics that produce quantitative indicators for texts, which show if the new...
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| Format: | Article |
| Language: | English |
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National Bank of Ukraine
2022-06-01
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| Series: | Visnyk of the National Bank of Ukraine |
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| Online Access: | https://journal.bank.gov.ua/en/article/2022/253/01 |
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| _version_ | 1832584942251409408 |
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| author | Tetiana Yukhymenko |
| author_facet | Tetiana Yukhymenko |
| author_sort | Tetiana Yukhymenko |
| collection | DOAJ |
| description | This research highlights the role played by the media in the formation of inflation expectations among various respondents in Ukraine. Using a large news corpus and machine-learning techniques, I have constructed newsbased metrics that produce quantitative indicators for texts, which show if the news topics are relevant to inflation expectations. I have found evidence that various news topics may have an impact on inflation expectations, and can explain part of their variance. Thus, my results could help in the analysis of inflation expectations – which is of value, given that anchoring inflation expectations remains a key challenge for central banks. |
| format | Article |
| id | doaj-art-8f11ee9d4980423ea2e454af577ff4a4 |
| institution | Kabale University |
| issn | 2414-987X |
| language | English |
| publishDate | 2022-06-01 |
| publisher | National Bank of Ukraine |
| record_format | Article |
| series | Visnyk of the National Bank of Ukraine |
| spelling | doaj-art-8f11ee9d4980423ea2e454af577ff4a42025-01-27T10:12:00ZengNational Bank of UkraineVisnyk of the National Bank of Ukraine2414-987X2022-06-0125342610.26531/vnbu2022.253.01The Role of the Media in the Inflation Expectation Formation ProcessTetiana Yukhymenko0National Bank of UkraineThis research highlights the role played by the media in the formation of inflation expectations among various respondents in Ukraine. Using a large news corpus and machine-learning techniques, I have constructed newsbased metrics that produce quantitative indicators for texts, which show if the news topics are relevant to inflation expectations. I have found evidence that various news topics may have an impact on inflation expectations, and can explain part of their variance. Thus, my results could help in the analysis of inflation expectations – which is of value, given that anchoring inflation expectations remains a key challenge for central banks.https://journal.bank.gov.ua/en/article/2022/253/01inflationmachine learningexpectationsnatural language processingtextual data |
| spellingShingle | Tetiana Yukhymenko The Role of the Media in the Inflation Expectation Formation Process Visnyk of the National Bank of Ukraine inflation machine learning expectations natural language processing textual data |
| title | The Role of the Media in the Inflation Expectation Formation Process |
| title_full | The Role of the Media in the Inflation Expectation Formation Process |
| title_fullStr | The Role of the Media in the Inflation Expectation Formation Process |
| title_full_unstemmed | The Role of the Media in the Inflation Expectation Formation Process |
| title_short | The Role of the Media in the Inflation Expectation Formation Process |
| title_sort | role of the media in the inflation expectation formation process |
| topic | inflation machine learning expectations natural language processing textual data |
| url | https://journal.bank.gov.ua/en/article/2022/253/01 |
| work_keys_str_mv | AT tetianayukhymenko theroleofthemediaintheinflationexpectationformationprocess AT tetianayukhymenko roleofthemediaintheinflationexpectationformationprocess |