Modern day Management Accountants: A latent Dirichlet allocation investigation

Titolo Rivista MANAGEMENT CONTROL
Autori/Curatori Francesca Culasso, Elisa Giacosa, Edoardo Crocco, Daniele Giordino
Anno di pubblicazione 2023 Fascicolo 2023/2 Suppl. Lingua Inglese
Numero pagine 26 P. 11-36 Dimensione file 401 KB
DOI 10.3280/MACO2023-002-S1002
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Anteprima articolo

FrancoAngeli è membro della Publishers International Linking Association, Inc (PILA)associazione indipendente e non profit per facilitare (attraverso i servizi tecnologici implementati da CrossRef.org) l’accesso degli studiosi ai contenuti digitali nelle pubblicazioni professionali e scientifiche

The emergence of computerized information systems has provided management accountants with an unprecedented array of possibilities when it comes to data analysis. Nevertheless, it has progressively changed the profession as we know it. Thus, a need for research to clearly define the modern management accountant profile in terms of skills and tasks expected by their employers has been echoed by several authors. Our study draws on a set of 841 job postings featuring manage-ment accounting positions across Europe to define a set of critical competencies and tasks of modern-day accountants. Topic modeling is applied to the dataset to identify and extract the information needed to answer the research question. From a theoretical standpoint, the proposed contribution strives to fill in multiple re-search gaps in accounting literature, namely the incidence of reporting in a man-agement accountant’s daily schedule, the gap between employers’ expectations and current accounting education programs, and the importance of IT literacy. From a practical perspective, the study provides management accountants with an extensive overview of the competencies and tasks they are expected to perform. Additionally, our empirical evidence informs educators, and policymakers with an insight into today’s job market to use as a potential benchmark for their educa-tional and professional programs.

Keywords:Management Accounting, Latent Dirichlet Allocation, Skills, Tasks, Job Descriptions

  1. Anthony R.N. (1965), Planning and Control Systems: A Framework for Analysis, Harvard Business School Press.
  2. Ascani I., Ciccola R., Chiucchi M.S. (2021), A structured literature review about the role of management accountants in sustainability accounting and reporting. Sustainability, 13(4), 2357.
  3. Asmussen C.B., Møller C. (2019), Smart literature review: a practical topic modelling approach to exploratory literature review, Journal of Big Data, 6(1).
  4. Beaman I., Richardson B. (2007), Information technology, decision support and management accounting roles, Journal of Applied Management Accounting Research, 5, pp. 59-68.
  5. Bhimani A. (2020), Digital data and management accounting: why we need to rethink research methods. Journal of Management Control, 31(1-2), pp. 9-23.
  6. Bhimani A., Willcocks L. (2014), Digitisation, ‘Big Data’ and the transformation of accounting information, Accounting and Business Research, 44(4), pp. 469-490. DOI: 10.1080/00014788.2014.910051
  7. Bradbard D.A., Alvis C., Morris R. (2014), Spreadsheet usage by management accountants: An exploratory study, Journal of Accounting Education, 32(4), pp. 24-30.
  8. Brown D., Cooper D. (2019), Skills for the future? The changing role of the management accountant. Accounting, Auditing & Accountability Journal, 32(1), pp. 64-83.
  9. Budding T., de Jong G., Smit M. (2022), New development: Bridging the gap-analysis of required competencies for management accountants in the public sector, Public Money & Management, pp. 1-4. DOI: 10.1080/09540962.2022.2068862
  10. Bui B., Porter B. (2010), The expectation-performance gap in accounting education: an exploratory study, Accounting Education, 19(2), pp. 23-50.
  11. Byrne S., Pierce B. (2007), Towards a more comprehensive understanding of the roles of management accountants. The European Accounting Review, 16(3), pp. 469-498. DOI: 10.1080/09638180701507114
  12. Carlsson-Wall M., Goretzki L., Hofstedt J., Kraus K., & Nilsson C.-J. (2022), Exploring the implications of cloud‐based enterprise resource planning systems for public sector management accountants, Financial Accountability and Management, 38(2), pp. 177-201.
  13. Cavélius F., Endenich C., Zicari A. (2020), Back to basics or ready for take-off? The tensions on the role of management controllers in the digital age, Comptabilité - Contrôle - Audit, Tome 26(2), pp. 89-123.
  14. Chartered Institute of Management Accountants (CIMA) (2018), Global management accounting principles: Driving better business through improved performance, London, CIMA.
  15. Cheffi W., Abdel-Maksoud A., Farooq M. O. (2021), CSR initiatives, organizational performance and the mediating role of integrating CSR into management control systems: Testing an inclusive model within SMEs in an emerging economy, Journal of Management Control, 32(3), pp. 333-367.
  16. Chiucchi M.S., Gatti M. (2015), Editoriale. L’evoluzione degli studi di management control: un percorso nel segno della varietà, Management Control, 1, pp. 5-8, Milano, FrancoAngeli.
  17. Culasso F., Gavurova B., Crocco E., Giacosa E. (2023), Empirical identification of the chief digital officer role: A latent Dirichlet allocation approach, Journal of Business Research (Vol. 154, 113301). Elsevier BV.
  18. Dieng A.B., Ruiz F.J.R., Blei D.M. (2020), Topic Modeling in Embedding Spaces, Transactions of the Association for Computational Linguistics (Vol. 8, pp. 439-453), MIT Press - Journals.
  19. Ge C., Shi H., Jiang J., Xu X. (2022), Investigating the demand for blockchain talents in the recruitment market: Evidence from topic modeling analysis on job postings, Information & Management, 59(7), 103513.
  20. Goretzki L., Strauss E. (2017), Introduction, The Role of the Management Accountant (pp. 1-6), Routledge.
  21. Heinzelmann R. (2019), Digitalizing Management Accounting, Controlling – Aktuelle Entwicklungen und Herausforderungen (pp. 207-226). Springer Fachmedien Wiesbaden.
  22. Hoozée S., Mitchell F. (2017), Who Influences the Design of Management Accounting Systems? An Exploratory Study, Australian Accounting Review (28(3), pp. 374-390). Wiley.
  23. Hung S.K., Ching P.S., Fen L.A. (2019), Accounting students’ perception on skills and attributes required becoming management accountant. Proceedings of the 2019 2nd International Conference on E-Business, Information Management and Computer Science.
  24. Jackling B., De Lange P. (2009), Do accounting graduates’ skills meet the expectations of employers? A matter of convergence or divergence, Accounting Education, 18(5), pp. 369-385.
  25. Jakobsen M., Mitchell F., Nørreklit H., Trenca M. (2019), Educating management accountants as business partners: Pragmatic constructivism as an alternative pedagogical paradigm for teaching management accounting at master’s level, Qualitative Research in Accounting & Management, 16(4), pp. 517-541.
  26. Jusoh R., Yahya Y., Zainuddin S., Asiaei K. (2021), Translating sustainability strategies into performance: does sustainability performance management matter?, Meditari Accountancy Research, ahead-of-print(ahead-of-print).
  27. Kavanagh M. H., Drennan L. (2008), What skills and attributes does an accounting graduate need? Evidence from student perceptions and employer expectations, Accounting & Finance, 48(2), pp. 279-300.
  28. Král B., Mikołajewicz G., Nowicki J., Šoljaková L. (2021), Management accountants’ professional competences: Requirements in the Czech Republic and Poland, The normative approach and business practice. Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, 69(3), pp. 379-393.
  29. Lawson R.A., Blocher E.J., Brewer P.C., Cokins G., Sorensen J. E., Stout D.E., Sundem G.L., Wolcott S.K., & Wouters M.J.F. (2014), Focusing accounting curricula on students’ Long-Run careers: Recommendations for an integrated competency-based framework for accounting education, Issues in Accounting Education, 29(2), pp. 295-317.
  30. Littleton A.C. (1928), Reviews and notices. The Bulletin of the National Tax Association, 14(1), pp. 30-32.
  31. Lombardi R. (2021). Le dimensioni della conoscenza aziendale. Profili di investigazione tra crisi pandemica ed economia digitale, Management Control, 3, pp. 5-14,
  32. Macintosh N.B. (1985), The Social Software of Accounting and Information Systems. Wiley.
  33. Magnacca F., Giannetti R. (2023), Management accounting and new product development: a systematic literature review and future research directions, Journal of Management and Governance,
  34. Mikalef P., Boura M., Lekakos G., Krogstie J. (2019), Big data analytics and firm performance: Findings from a mixed-method approach, Journal of Business Research, 98, pp. 261-276.
  35. Munir S., Abdul Rasid S. Z., Aamir M., Jamil F., Ahmed I. (2022), Big data analytics capabilities and innovation effect of dynamic capabilities, organizational culture and role of management accountants.
  36. Nielsen S. (2022), Management accounting and the concepts of exploratory data analysis and unsupervised machine learning: a literature study and future directions, Journal of Accounting & Organizational Change, ahead-of-print(ahead-of-print).
  37. Nita B. (2016), The State and Development Trends of Management Accounting in the Global Environment, Wsb Univ. Pozn. Res. J, 66, pp. 107-117.
  38. Oppi C., Vagnoni E. (2020), Management accountants’ role and coercive regulations: evidence from the Italian health-care sector, Qualitative Research in Accounting & Management, 17(3), 405-433.
  39. Ott C. (2022), The professional identity of accountants – an empirical analysis of job advertisements. In Accounting, Auditing &amp, Accountability Journal (36(3), pp. 965-1001).
  40. Papoutsoglou M., Rigas E. S., Kapitsaki G. M., Angelis L., Wachs J. (2022). Online labour market analytics for the green economy: The case of electric vehicles, Technological Forecasting and Social Change (Vol. 177, p. 121517), Elsevier BV.
  41. Paulsson G. (2012), The role of management accountants in new public management: The role of management accountants, Financial Accountability and Management, 28(4), pp. 378-394.
  42. Rai P., Vatanasakdakul S., Aoun C. (2010). Exploring perception of IT skills among Australian accountants: An alignment between importance and knowledge. -- http://aisel.aisnet.org/amcis2010/153.
  43. Richardson P., Dellaportas S., Perera L., Richardson B. (2015). Towards a conceptual framework on the categorization of stereotypical perceptions in accounting. Journal of Accounting Literature, 35, pp. 28-46.
  44. Roberts M.E., Stewart B.M., Tingley D. (2019), STM: An R Package for Structural Topic Models, Journal of Statistical Software, 91(2).
  45. Schaltegger S., Etxeberria I.A., Ortas E. (2017), Innovating Corporate Accounting and Reporting for Sustainability-Attributes and Challenges. Sustain. Dev, 25, pp. 113-122.
  46. Schouten K., Frasincar F. (2016), Survey on aspect-level sentiment analysis, IEEE Transactions on Knowledge and Data Engineering, 28(3), pp. 813-830.
  47. Simons R. (1995), Levers of control: how managers use innovative control systems to drive strategic renewal, Harvard Business School.
  48. Siriwardane H.P., Low K.-Y., Blietz D. (2015), Making entry-level accountants better communicators: A Singapore-based study of communication tasks, skills, and attributes, Journal of Accounting Education, 33(4), pp. 332-347.
  49. Sorensen J.E. (2009), Management accountants in the United States: Practitioner and academic views of recent developments, Handbook of Management Accounting Research (pp. 1271-1296), Elsevier.
  50. Spraakman G., O’Grady W., Askarany D., Akroyd C. (2015), Employers’ perceptions of information technology competency requirements for management accounting graduates, Accounting Education, 24(5), pp. 403-422. DOI: 10.1080/09639284.2015.1089177
  51. ten Rouwelaar H., Schaepkens F., Widener S.K. (2021), Skills, influence, and effectiveness of management accountants, Journal of Management Accounting Research, 33(2), 211-235.
  52. Thaller J., Duller C., Feldbauer-Durstmüller B., Gärtner B. (2023), Career development in management accounting: empirical evidence, Journal of Applied Accounting Research,
  53. Tillema S., Trapp R., van Veen‐Dirks P. (2022), Business Partnering in Risk Management: A Resilience Perspective on Management Accountants’ Responses to a Role Change*, Contemporary Accounting Research, 39(3), pp. 2058-2089), DOI: 10.1111/1911-3846.12774
  54. van der Steen M. P. (2022), Identity work of management accountants in a merger: The construction of identity in liminal space, Management Accounting Research, 56, 100792,
  55. Wadan R., Teuteberg F., Bensberg F., Buscher G. (2019), Understanding the changing role of the management accountant in the age of industry 4.0 in Germany, Proceedings of the 52nd Hawaii International Conference on System Sciences.
  56. Webb J., Chaffer C. (2016), The expectation performance gap in accounting education: a review of generic skills development in UK accounting degrees, Accounting Education, 25(4), pp. 349-367. DOI: 10.1080/09639284.2016.1191274
  57. Wolf T., Kuttner M., Feldbauer-Durstmüller B., Mitter C. (2020), What we know about management accountants’ changing identities and roles – a systematic literature review, Journal of Accounting & Organizational Change, ahead-of-print(ahead-of-print).

Francesca Culasso, Elisa Giacosa, Edoardo Crocco, Daniele Giordino, Modern day Management Accountants: A latent Dirichlet allocation investigation in "MANAGEMENT CONTROL" 2 Suppl./2023, pp 11-36, DOI: 10.3280/MACO2023-002-S1002