Topic Modelling Analysis to Explore Policy Considerations Regarding the Practical Introduction of Affirmative Action in the Field of Education
Keywords:affirmative action in the field of education, big data analysis, YouTube video analysis
The aim of this study is to explore the policy considerations that should be taken into account regarding the practical introduction of affirmative action policies in the field of education. For this purpose, we analysed the 100 most relevant YouTube videos produced between 2015 and 2023 using network analysis, the aim being to utilize the material they provide on affirmative action so as to reflect this in future education policies. As a result, nine key policy considerations that should be considered when introducing affirmative action policies in the field of education were derived.
Alumkal AW. Asian American evangelical churches: Race, ethnicity, and assimilation in the second generation. LFB Scholarly Publishing LLC; 2003.
Eveline J, Bacchi C, Binns J. Gender mainstreaming versus diversity mainstreaming: Methodology as emancipatory politics. Gender, Work & Organization 2009;16:198-216.
Ancis JR, Sedlacek WE, Mohr JJ. Student perceptions of campus cultural climate by race. Journal of Counseling & Development 2000;78:180-5.
Berger JB. Organizational behavior at colleges and student outcomes: A new perspective on college impact. The Review of Higher Education 2000;23:177-98.
Gonzalez-Argote D. Immersive environments, Metaverse and the key challenges in programming. Metaverse Basic and Applied Research 2022;1:6. https://doi.org/10.56294/mr20226.
Larroza MMM, Zotelo MES. Estrategias didácticas en plataformas educativas: experiencia de docentes de Licenciatura en Administración en universidad pública de Paraguay. Región Científica 2023;2:202330-202330. https://doi.org/10.58763/rc202330.
Lepez CO, Simeoni IA. Pedagogical experience with Public Health campaigns from the design of socio-educational projects with insertion in the local territory. Community and Interculturality in Dialogue 2023;3:74. https://doi.org/10.56294/cid202374.
Gonzales Tito YM, Quintanilla López LN, Pérez Gamboa AJ. Metaverse and education: a complex space for the next educational revolution. Metaverse Basic and Applied Research 2023;2:56. https://doi.org/10.56294/mr202356.
Dos Santos JH, De Macedo DDJ. Behavioral analysis of indicators related to the user profiles of the Mettzer platform. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. https://doi.org/10.47909/anis.978-9916-9760-3-6.102.
Cardeño Portela N, Cardeño Portela EJ, Bonilla Blanchar E. ICT and academic transformation in universities. Region Cientifica 2023:202370. https://doi.org/10.58763/rc202370.
Prakash A, Haque A, Islam F, Sonal D. Exploring the Potential of Metaverse for Higher Education: Opportunities, Challenges, and Implications. Metaverse Basic and Applied Research 2023:40. https://doi.org/10.56294/mr202340.
Rifaldo Sebo TA, Aryobimo Oentarto AS, Biondi Situmorang DD. “Counseling-Verse”: A Survey of Young Adults from Faith-Based Educational Institution on the Implementation of Future Mental Health Services in the Metaverse. Metaverse Basic and Applied Research 2023:42. https://doi.org/10.56294/mr202342.
Guatemala Mariano A, Martínez Prats G. Technological capabilities in emerging social enterprises: a pathway to social impact. Region Cientifica 2023:2023111. https://doi.org/10.58763/rc2023111.
Chang MJ, Astin AW, Kim D. Cross-racial interaction among undergraduates: Some consequences, causes, and patterns. Research in Higher Education 2004;45:529-53.
Choi AY, Israel T, Maeda H. Development and evaluation of the Internalized Racism in Asian Americans Scale (IRAAS). Journal of Counseling Psychology 2017;64:52.
Parks SJ, Yoo HC. Does endorsement of the model minority myth relate to anti-Asian sentiments among White college students? The role of a color-blind racial attitude. Asian American Journal of Psychology 2016;7:287.
Kochhar R, Cilluffo A. Income inequality in the US is rising most rapidly among Asians. Pew Research Center 2018;12.
Weller CE, Thompson JP. Wealth inequality more pronounced among Asian Americans than among whites. Challenge 2018;61:183-202.
Poon OA, Segoshi MS, Tang L, Surla KL, Nguyen C, Squire DD. Asian Americans, affirmative action, and the political economy of racism: A multidimensional model of raceclass frames. Harvard Educational Review 2019;89:201-26.
Sidanius J, Pratto F. Social dominance: An intergroup theory of social hierarchy and oppression. Cambridge University Press; 2001.
Wong JS, Ramakrishnan SK, Lee T, Junn J, Wong J. Asian American political participation: Emerging constituents and their political identities. Russell Sage Foundation; 2011.
Wu ED. The color of success: Asian Americans and the origins of the model minority. Princeton University Press; 2014.
Chang MJ, Yamamura E. Quantitative approaches to measuring student body diversity: Some examples and thoughts. Higher education in a global society: Achieving diversity, equity and excellence, Emerald Group Publishing Limited; 2005, p. 369-86.
Neville HA, Awad GH, Brooks JE, Flores MP, Bluemel J. Color-blind racial ideology: Theory, training, and measurement implications in psychology. American Psychologist 2013;68:455.
Tran J, Curtin N. Not your model minority: Own-group activism among Asian Americans. Cultural Diversity and Ethnic Minority Psychology 2017;23:499.
Won’t Admit It WU. Mismatch: How Affirmative Action Hurts Students It’s Intended To Help, And Why Universities Won’t Admit It Ebook s. f.
Fernanda Lobaisa N, Payti Claros TM. Culture, Society and Health. Community and Interculturality in Dialogue 2023;3:66. https://doi.org/10.56294/cid202366.
Delgado Fernández L, Pérez Parrado R, Dávila Cisneros JD. The management of the labor component through the accompaniment of students in training. Region Cientifica 2023:202383. https://doi.org/10.58763/rc202383.
Catrambone R, Ledwith A. Enfoque interdisciplinario en el acompañamiento de las trayectorias académicas: formación docente y psicopedagógica en acción. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2023;3:50. https://doi.org/10.56294/ri202350.
Gonzalez-Argote J. Navigating the Labyrinth of Communities and Interculturality. Community and Interculturality in Dialogue 2021;1:1. https://doi.org/10.56294/cid20211.
Sanabria Martínez MJ. Construction of new sustainable spaces respecting cultural diversity at the local level. Region Cientifica 2022:20222. https://doi.org/10.58763/rc20222.
Valladolid Benavides AM, Neyra Cornejo FI, Hernández Hernández O, Callupe Cueva PC, Akintui Antich JP. Social media addiction among students at a national university in Junín (Peru). Region Cientifica 2023:202323. https://doi.org/10.58763/rc202353.
Ron M, Escalona E. The dynamic nature of scientific knowledge: an epistemological look at the research activity of human hand anthropometry. Community and Interculturality in Dialogue 2023;3:72. https://doi.org/10.56294/cid202372.
Mora Ignacio Y. Intervención educativa sobre las terapias alternativas para las artropatías. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2021;1:3. https://doi.org/10.56294/ri20213.
Gómez Lima A. Intervención educativa para el manejo del Síndrome Coronario Agudo. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2022;1:1. https://doi.org/10.56294/ri20211.
Cardoza W, Rodriguez C, Pérez-Galavís A, Ron M. Work psychosocial factors and stress in medical staff in the epidemiology area of a public institution. Interdisciplinary Rehabilitation / Rehabilitacion Interdisciplinaria 2023;3:52. https://doi.org/10.56294/ri202352.
Grodsky E, Kalogrides D. The declining significance of race: Race-based affirmative action in college admissions between 1986 and 2003. Department of Sociology, University of California, Davis, CA Unpublished manuscript Retrieved November 2005;14:2006.
Lau Y. Does racial diversity improve academic outcomes? A natural experiment in higher education classrooms. Labour Economics 2022;78:102254.
Lee JH. Policy and ideology collide: an examination of affirmative action for students of Brazilian public higher education. Race Ethnicity and Education 2021;24:39-55.
Torres GB. AFFIRMATIVE ACTION IN HIGHER EDUCATION. Human Rights 2019;44:6-10.
Gururaj S, Somers P, Fry J, Watson D, Cicero F, Morosini M, et al. Affirmative action policy: Inclusion, exclusion, and the global public good. Policy Futures in Education 2021;19:63-83.
Okedele A. Women, quotas, and affirmative action policies in Africa. The Palgrave Handbook of African Women’s Studies 2021:449-63.
Fernandes M, Hilber S, Sturm J-E, Walter A. Closing the gender gap in academia? Evidence from an affirmative action program. Research Policy 2023;52:104865.
Bleemer Z. Affirmative action and its race-neutral alternatives. Journal of Public Economics 2023;220:104839.
Cortés EET, Carmona EA, Esparza RMV. Social determinants in research on economic freedom of university graduates: a bibliometric and content analysis. Iberoamerican Journal of Science Measurement and Communication 2022;2. https://doi.org/10.47909/ijsmc.40.
Ledesma F, Malave González BE. Patterns of scientific communication on E-commerce: a bibliometric study in the Scopus database. Region Cientifica 2022:202214. https://doi.org/10.58763/rc202214.
Dayal D, Gupta BM, Bansal J, Singh Y. COVID-19 associated mucormycosis: A bibliometric analysis of Indian research based on Scopus. Iberoamerican Journal of Science Measurement and Communication 2023;3. https://doi.org/10.47909/ijsmc.54.
Witt AS, Fabiano Couto Corrêa Da Silva S. Analysis of citizen science in Brazil: A study of the projects registered in the Civis platform. Iberoamerican Journal of Science Measurement and Communication 2022;2. https://doi.org/10.47909/ijsmc.162.
Silva Júnior EMD, Dutra ML. A roadmap toward the automatic composition of systematic literature reviews. Iberoamerican Journal of Science Measurement and Communication 2021;1:1-22. https://doi.org/10.47909/ijsmc.52.
Oliva M, Silva Sandes E, Romero S. Application of social network analysis to the institutional relations of the Higher Education System in the Rivera region-Livramento. AWARI 2022;3. https://doi.org/10.47909/awari.157.
Inastrilla CRA. Big Data in Health Information Systems. Seminars in Medical Writing and Education 2022;1:6-6. https://doi.org/10.56294/mw20226.
Amaral ED, De Araújo GM. Dataset extraction from advertising marketplaces: experiences with Facebook, Olx, and Mercadolivre. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. https://doi.org/10.47909/anis.978-9916-9760-3-6.103.
Chuchco NV. Measuring institutional respect and State capacities in South America. A relational analysis on four dimensions of the Worldwide Governance Indicators (2017-2018). AWARI 2020;1:e012. https://doi.org/10.47909/awari.66.
Gutiérrez E, Larrosa JMC. Digital networks, social capital, and poverty. An analysis for the city of Bahía Blanca. AWARI 2022;3. https://doi.org/10.47909/awari.154.
Castillo Ospina J, Losada Medina MR. Narrative display of the ‘I’ through the visualization of narrative graphs: the case of four women who lost their spouse due to unexpected death. AWARI 2021;2:e028. https://doi.org/10.47909/awari.119.
Dias PM, Dias TMR, Moita GF. Collection and integration of scientific data for production analysis Brazilian scientific in open access journals. En: Rodrigues Dias TM, editor. Advanced Notes in Information Science, vol. 2, ColNes Publishing; 2022. https://doi.org/10.47909/anis.978-9916-9760-3-6.105.
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