Mikko Ranta

University of Vaasa

P.O. Box 700

FIN-65101 Vaasa, FI-65101

Finland

SCHOLARLY PAPERS

13

DOWNLOADS
Rank 28,100

SSRN RANKINGS

Top 28,100

in Total Papers Downloads

3,934

TOTAL CITATIONS

14

Scholarly Papers (13)

1.

Machine Learning in Management Accounting Research: Literature Review and Pathways for the Future

European Accounting Review, forthcoming
Number of pages: 49 Posted: 09 Apr 2021 Last Revised: 26 Aug 2022
Mikko Ranta, Mika Ylinen and Marko Järvenpää
University of Vaasa, University of Vaasa and University of Jyväskylä - School of Business and Economics
Downloads 1,566 (25,900)
Citation 5

Abstract:

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Management accounting, Machine learning, Artificial intelligence, Text analysis

2.

Employee-Friendly Corporate Culture and Firm Performance: Evidence from a Machine Learning Approach

Number of pages: 56 Posted: 29 Mar 2021 Last Revised: 16 Apr 2021
Mika Ylinen and Mikko Ranta
University of Vaasa and University of Vaasa
Downloads 665 (85,850)
Citation 4

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Corporate culture, Employee treatment, Cultural values, Firm value, Machine learning, Gradient boosting

3.

Facial Attractiveness and CEO Compensation: Evidence from the Banking Industry

Journal of Economics and Business, Vol. 123, 106095, 2023
Number of pages: 74 Posted: 28 Jan 2021 Last Revised: 11 Oct 2024
University of Surrey - Surrey Business School, University of Vaasa, Hanken School of Economics and University of Vaasa
Downloads 496 (124,111)
Citation 1

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Facial attractiveness, CEO compensation, beauty premium, bank CEOs

4.

Corporate Governance Characteristics and Involvement in ESG Activities: Current Trends and Research Directions

Number of pages: 34 Posted: 22 Jul 2023 Last Revised: 31 Aug 2023
Dublin City University, University of Vaasa and University of Vaasa
Downloads 333 (195,750)
Citation 1

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Corporate governance, corporate social responsibility, ESG, machine learning approach, LDA

5.

Using Machine Learning and 10-K Filings to Measure Innovation

Number of pages: 46 Posted: 14 Sep 2022
University of Vaasa - Department of Accounting and Finance, University of Vaasa, University of Vaasa and University of Vaasa, accounting and finance
Downloads 318 (205,759)

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Innovation, Topic modeling, Text analysis, Disclosure of Innovation, 10-K

6.

Board Composition and Workplace Diversity: A Machine Learning Approach

Number of pages: 35 Posted: 29 Mar 2021
Mikko Ranta and Mika Ylinen
University of Vaasa and University of Vaasa
Downloads 290 (227,119)
Citation 3

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Corporate governance, Board gender diversity, Machine learning, Workplace diversity

7.

Women on Corporate Boards: A High Dimensional Analysis

Number of pages: 40 Posted: 06 Oct 2022
Mikko Ranta and Mika Ylinen
University of Vaasa and University of Vaasa
Downloads 107 (549,920)

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Corporate governance, Board gender diversity, Corporate culture, Machine learning, Explainable AI, Social media

8.

The Digital Shift in Budgeting During Times of Crisis

Number of pages: 39 Posted: 07 Dec 2024
Mika Ylinen, Marko Järvenpää and Mikko Ranta
University of Vaasa, University of Vaasa, accounting and finance and University of Vaasa
Downloads 103 (565,584)

Abstract:

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Budgeting, Crisis, Digitalization, Forecasting, Advanced Analytics, Artificial Intelligence

9.

Predicting Corporate Innovation Using Machine Learning and Social Media Data

Number of pages: 46 Posted: 11 Sep 2024
Mika Ylinen and Mikko Ranta
University of Vaasa and University of Vaasa
Downloads 42 (915,790)

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Social media analytics, Human resource policies, Corporate innovation, Machine learning, Textual analysis

10.

Satellite-Derived Emissions and Firm Performance: Using Alternative Data for Forecasting

Number of pages: 32 Posted: 10 Feb 2025
Monash University, University of Vaasa, University of Vaasa and University of Vaasa
Downloads 14 (1,230,376)

Abstract:

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Alternative data, satellite, emissions, financial performance, Forecasting, nitrogen dioxide (NO2)

11.

Understanding Accruals via Machine Learning

Posted: 22 Jan 2025
Mikko Ranta, Henry Jarva and Elina Haapamäki
University of Vaasa, Hanken School of Economics and University of Vaasa

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accruals, machine learning, prediction

12.

AI Tools for Sustainability – Actionable Information for both Humans and Machines

in Erich Schweighofer et al. (Eds), Rechtsinformatik als Methodenwissenschaft des Rechts : Legal Informatics as Science of Legal Methods. Proceedings of the 26th International Legal Informatics Symposium IRIS 2023. Editions Weblaw, Bern 2023, pp. 199–209; and in JusletterIT, 30 March 2023
Posted: 27 Sep 2023
Marika Salo-Lahti, Mikko Ranta and Helena Haapio
University of Vaasa - Department of Accounting and Finance, University of Vaasa and Lexpert Ltd

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Sustainability Reports, Company Disclosures, Machine-actionability, Human-actionability, Legal Design, Open AI GPT-3, ChatGPT, European Single Access Point (ESAP), ESG Criteria, Contractual Cascading, Legislative Tsunami

13.

Cross-Dynamics of Exchange Rate Expectations: A Wavelet Analysis

International Journal of Finance & Economics, Vol. 16, No. 3, pp. 205-217, 2011
Posted: 16 Jan 2011 Last Revised: 08 Dec 2020
University of Vaasa - Department of Accounting and Finance, University of Vaasa, Department of Mathematics and Statistics, University of Vaasa and University of Vaasa

Abstract:

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exchange rate expectations, wavelet cross-correlations, currency options