IDEAS home Printed from https://ideas.repec.org/a/aes/infoec/v25y2021i2p40-49.html

Sentiment Analysis for Human Resources: A Comparative Analysis of Methods That Can Be Used Along With Modern Technologies

Author

Listed:
  • Laura-Gabriela TANASESCU

Abstract

This paper offers an integrated vision for supporting the challenges that most of organizations meet when discussing about human resources. One of scenarios addressed nowadays with analytics and AI is related to sentiment analysis that can contribute to employee retention, efficiency and development. The paper will provide an interesting approach that takes advantage of data with the power of cloud and natural language processing. The aim of this research will be to compare a cloud-based approach, integrated with artificial intelligence and a more classical one that uses R as development language for a lexicon-based analysis. Finally, it will be presented the benefits and ease of use for the technologies used, as well as for the results obtained.

Suggested Citation

  • Laura-Gabriela TANASESCU, 2021. "Sentiment Analysis for Human Resources: A Comparative Analysis of Methods That Can Be Used Along With Modern Technologies," Informatica Economica, Academy of Economic Studies - Bucharest, Romania, vol. 25(2), pages 40-49.
    • Handle: RePEc:aes:infoec:v:25:y:2021:i:2:p:40-49
    as

    Download full text from publisher

    File URL: http://revistaie.ase.ro/content/98/04%20-%20tanasescu.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    2. Laura-Gabriela Tanasescu, 2020. "Business Intelligence and Machine Learning. Integrated cloud solutions providing business insights for decision makers," Database Systems Journal, Academy of Economic Studies - Bucharest, Romania, vol. 11(1), pages 24-36.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kamini Gupta & Donal Crilly & Thomas Greckhamer, 2020. "Stakeholder engagement strategies, national institutions, and firm performance: A configurational perspective," Strategic Management Journal, Wiley Blackwell, vol. 41(10), pages 1869-1900, October.
    2. Kyungtag Lee & Hyunchul Lee, 2019. "How Does CSR Activity Affect Sustainable Growth and Value of Corporations? Evidence from Korea," Sustainability, MDPI, vol. 11(2), pages 1-11, January.
    3. Kazumi Endo, 2019. "Does the stock market value corporate environmental performance? Some perils of static regression models," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(6), pages 1530-1538, November.
    4. Gunnar Gutsche & Bernhard Zwergel, 2016. "Information barriers and SRI market participation – Can sustainability and transparency labels help?," MAGKS Papers on Economics 201624, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    5. Jongmoo Jay Choi & Hoje Jo & Jimi Kim & Moo Sung Kim, 2018. "Business Groups and Corporate Social Responsibility," Journal of Business Ethics, Springer, vol. 153(4), pages 931-954, December.
    6. Hope, Ole-Kristian & Li, Congcong & Lin, An-Ping & Rabier, MaryJane, 2021. "Happy analysts," Accounting, Organizations and Society, Elsevier, vol. 90(C).
    7. Aigerim Yergabulova & Dinara Alpysbayeva & Venkat Subramanian, 2023. "Wage dispersion and firm performance: evidence from Kazakhstan," International Journal of Manpower, Emerald Group Publishing Limited, vol. 45(3), pages 425-448, July.
    8. Meiryani Meiryani & Shi-Ming Huang & Dezie Leonarda Warganegara & Moch Doddy Ariefianto & Vaeren Teresa & Helda Oktavianie, 2023. "The Effect of Industrial Type, Environmental Performance and Leverage on Carbon Emission Disclosure: Evidence from Indonesian LQ45 Companies," International Journal of Energy Economics and Policy, Econjournals, vol. 13(4), pages 622-633, July.
    9. Alice Monti & Pierpaolo Pattitoni & Barbara Petracci & Otto Randl, 2022. "Does corporate social responsibility impact equity risk? International evidence," Review of Quantitative Finance and Accounting, Springer, vol. 59(3), pages 825-855, October.
    10. Holger M. Mueller & Paige P. Ouimet & Elena Simintzi, 2017. "Within-Firm Pay Inequality," The Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3605-3635.
    11. María Mar Miralles-Quirós & José Luis Miralles-Quirós & Luis Miguel Valente Gonçalves, 2018. "The Value Relevance of Environmental, Social, and Governance Performance: The Brazilian Case," Sustainability, MDPI, vol. 10(3), pages 1-15, February.
    12. Bonnefon, Jean-François & Landier, Augustin & Sastry, Parinitha & Thesmar, David, 2025. "The moral preferences of investors: Experimental evidence," Journal of Financial Economics, Elsevier, vol. 163(C).
    13. Dan Daugaard, 2020. "Emerging new themes in environmental, social and governance investing: a systematic literature review," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(2), pages 1501-1530, June.
    14. Wing-Keung Wong & Riffat Mughal & Mustafa Afeef & Naveed Khan & Hassan Zada, 2026. "Human Capital Based Six-Factor Asset Pricing Model in the Era of Covid-19," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 33(1), pages 25-63, March.
    15. Luo, Di & Farag, Hisham, 2024. "ESG and aggregate disagreement," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 92(C).
    16. Michalski, Lachlan & Low, Rand Kwong Yew, 2024. "Determinants of corporate credit ratings: Does ESG matter?," International Review of Financial Analysis, Elsevier, vol. 94(C).
    17. Ylinen, Mika & Ranta, Mikko, 2025. "Predicting corporate innovation using machine learning and social media data," Technovation, Elsevier, vol. 148(C).
    18. Cellier, Alexis & Chollet, Pierre, 2016. "The effects of social ratings on firm value," Research in International Business and Finance, Elsevier, vol. 36(C), pages 656-683.
    19. Robert G. Eccles & Ioannis Ioannou & George Serafeim, 2014. "The Impact of Corporate Sustainability on Organizational Processes and Performance," Management Science, INFORMS, vol. 60(11), pages 2835-2857, November.
    20. Benmelech, Efraim & Frydman, Carola, 2015. "Military CEOs," Journal of Financial Economics, Elsevier, vol. 117(1), pages 43-59.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:aes:infoec:v:25:y:2021:i:2:p:40-49. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Paul Pocatilu (email available below). General contact details of provider: https://edirc.repec.org/data/aseeero.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.