Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment
Abstract Human mobility is increasingly associated with environmental and climatic factors. One way to explore how mobility and the environment are linked is to review the research on different aspects of the topic. However, so many relevant articles are published that analysis of the literature usi...
| Main Authors: | , , , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Springer Nature
2022-02-01
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| Series: | Humanities & Social Sciences Communications |
| Online Access: | https://doi.org/10.1057/s41599-022-01038-2 |
| _version_ | 1798023793848877056 |
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| author | Kerstin K. Zander Stephen T. Garnett Harald Sterly Sonja Ayeb-Karlsson Barbora Šedová Hermann Lotze-Campen Carmen Richerzhagen Hunter S. Baggen |
| author_facet | Kerstin K. Zander Stephen T. Garnett Harald Sterly Sonja Ayeb-Karlsson Barbora Šedová Hermann Lotze-Campen Carmen Richerzhagen Hunter S. Baggen |
| author_sort | Kerstin K. Zander |
| collection | DOAJ |
| description | Abstract Human mobility is increasingly associated with environmental and climatic factors. One way to explore how mobility and the environment are linked is to review the research on different aspects of the topic. However, so many relevant articles are published that analysis of the literature using conventional techniques is becoming prohibitively arduous. To overcome this constraint, we have applied automated textual analysis. Using unsupervised topic modelling on 3197 peer-reviewed articles on the nexus between mobility and the environment published over the last 30 years, we identify 37 major topics. Based on their language use, the topics were deeply branched into two categories of focus: Impact and Adaptation. The Impact theme is further clustered into sub-themes on vulnerability and residential mobility, while articles within the Adaptation theme are clustered into governance, disaster management and farming. The analysis revealed opportunities for greater collaboration within environmental mobility research, particularly improved integration of adaptation and impact research. The topic analysis also revealed that, in the last 30 years, very little research appears to have been undertaken in migration destinations or on the fate of environmentally influenced migrants during their migration process and after arriving in a new location. There are also research gaps in gender and Indigenous issues within the Impact theme, as well as on adaptive capacity and capacity-building. |
| first_indexed | 2024-04-11T17:52:11Z |
| format | Article |
| id | doaj.art-7c875ce838174a51a00b77c1b8bebaed |
| institution | Directory Open Access Journal |
| issn | 2662-9992 |
| language | English |
| last_indexed | 2024-04-11T17:52:11Z |
| publishDate | 2022-02-01 |
| publisher | Springer Nature |
| record_format | Article |
| series | Humanities & Social Sciences Communications |
| spelling | doaj.art-7c875ce838174a51a00b77c1b8bebaed2022-12-22T04:11:01ZengSpringer NatureHumanities & Social Sciences Communications2662-99922022-02-01911910.1057/s41599-022-01038-2Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environmentKerstin K. Zander0Stephen T. Garnett1Harald Sterly2Sonja Ayeb-Karlsson3Barbora Šedová4Hermann Lotze-Campen5Carmen Richerzhagen6Hunter S. Baggen7Charles Darwin University, Northern InstituteCharles Darwin University, Northern InstituteUniversity of ViennaUniversity of SussexPotsdam Institute for Climate Impact Research (PIK)Potsdam Institute for Climate Impact Research (PIK)German Development InstituteCharles Darwin University, Northern InstituteAbstract Human mobility is increasingly associated with environmental and climatic factors. One way to explore how mobility and the environment are linked is to review the research on different aspects of the topic. However, so many relevant articles are published that analysis of the literature using conventional techniques is becoming prohibitively arduous. To overcome this constraint, we have applied automated textual analysis. Using unsupervised topic modelling on 3197 peer-reviewed articles on the nexus between mobility and the environment published over the last 30 years, we identify 37 major topics. Based on their language use, the topics were deeply branched into two categories of focus: Impact and Adaptation. The Impact theme is further clustered into sub-themes on vulnerability and residential mobility, while articles within the Adaptation theme are clustered into governance, disaster management and farming. The analysis revealed opportunities for greater collaboration within environmental mobility research, particularly improved integration of adaptation and impact research. The topic analysis also revealed that, in the last 30 years, very little research appears to have been undertaken in migration destinations or on the fate of environmentally influenced migrants during their migration process and after arriving in a new location. There are also research gaps in gender and Indigenous issues within the Impact theme, as well as on adaptive capacity and capacity-building.https://doi.org/10.1057/s41599-022-01038-2 |
| spellingShingle | Kerstin K. Zander Stephen T. Garnett Harald Sterly Sonja Ayeb-Karlsson Barbora Šedová Hermann Lotze-Campen Carmen Richerzhagen Hunter S. Baggen Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment Humanities & Social Sciences Communications |
| title | Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| title_full | Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| title_fullStr | Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| title_full_unstemmed | Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| title_short | Topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| title_sort | topic modelling exposes disciplinary divergence in research on the nexus between human mobility and the environment |
| url | https://doi.org/10.1057/s41599-022-01038-2 |
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