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Article

Assessing the Contribution of Managerial Accounting in Sustainable Organizational Development in the Healthcare Industry

by
Anca Antoaneta Vărzaru
1,*,
Claudiu George Bocean
2,*,
Maria Magdalena Criveanu
2,
Adrian-Florin Budică-Iacob
2 and
Daniela Victoria Popescu
2
1
Department of Economics, Accounting and International Business, University of Craiova, 200585 Craiova, Romania
2
Department of Management, Marketing and Business Administration, University of Craiova, 200585 Craiova, Romania
*
Authors to whom correspondence should be addressed.
Int. J. Environ. Res. Public Health 2023, 20(4), 2895; https://doi.org/10.3390/ijerph20042895
Submission received: 23 December 2022 / Revised: 29 January 2023 / Accepted: 4 February 2023 / Published: 7 February 2023
(This article belongs to the Special Issue Decision Making in Health and Environment Sustainability)

Abstract

:
Sustainability and digital transformation are two phenomena influencing the activities of all organizations. Managerial accounting is an essential component of these transformations, having complex roles in decision-making to ensure sustainable development through implementing modern technologies in the accounting process. This paper studies the roles of digitized managerial accounting in organizational sustainability drivers from a decision-making perspective. The empirical investigation assesses the influence of managerial accounting on the economic, social, and environmental drivers of sustainability from the perception of 396 Romanian accountants using an artificial neural network analysis and structural equation modeling. As a result, the research provides a holistic view of the managerial accounting roles enhanced by digital technologies in the sustainable development of healthcare organizations. From the accountants’ perception, the leading managerial accounting roles on organizational sustainability are enablers and reporters of the sustainable value created in the organization. Additionally, the roles of creators and preservers are seen as relevant by a significant part of the respondents. Therefore, healthcare organizations must implement a sustainability vision in managerial accounting and accounting information systems using the capabilities offered by new digital technologies.

1. Introduction

Organizations must improve accounting information systems to be sustainable using new digital technologies, such as cloud computing, big data, artificial intelligence, and the internet of things. This way, organizations can correctly inform and report objectively on strategies, objectives, and organizational activities. In addition, a sustainable orientation based on digital transformation will improve communication with key stakeholders, attract customer loyalty, and improve image and reputation, constituting a real competitive advantage [1,2,3].
Organizational reporting influences financial stability and sustainable development, with accountants essential in this process. Managerial accounting evaluates and discloses all the necessary information concerning the sustainability of organizational activities. The role of managerial accounting professionals in sustainable value management is increasing [3]. Managerial accounting professionals are increasingly active in integrating sustainability into organizational strategy and practice, and digital technologies can facilitate this role. The academic literature offers many exploratory studies in this field, but empirical studies are few, which constitutes a research gap. Therefore, perception studies among managerial accounting professionals are necessary [4] to better assume managerial accounting roles in ensuring organizational sustainability. This paper aims to cover this gap through a study carried out within the healthcare industry.
This paper aims to define the roles of digitized managerial accounting in decision-making to ensure the organization’s sustainable development and evaluate the most important roles in the perception of accountants. Schaltegger and Zvezdov “suggests that the accountant’s role in social and environmental accounting needs to be explored in corporate practice” [5] (p. 334). The empirical study of the researched problem was carried out in healthcare organizations in Romania. The two research questions emerging from the research purpose are RQ1. What are the most significant roles of digitized managerial accounting in the sustainable value creation process perspective? RQ2. What is the influence of managerial accounting on sustainable development and the mediating effect of the digital transformation of managerial accounting? The empirical investigation answering these questions uses an artificial neural network analysis and structural equation modeling, providing a holistic view of the managerial accounting roles enhanced by digital technologies on the sustainable development of healthcare organizations.

2. Literature Review

The global economic environment, which has become increasingly volatile in recent years, has affected the ability of organizations to adapt to the conditions to survive in the context of a growing demand for sustainability [1,6,7,8]. Managerial accounting can be the answer through which the accounting and reporting of the sustainability of organizations can be organized effectively, using new digital technologies that have generated a digital transformation of business models. Furthermore, integrating managerial accounting tools in organizational performance management systems leads to better management and control of the organization’s sustainable performance [9].
A company’s ability to generate qualitative information about the activities carried out in terms of sustainability determines the management decision efficiency [10]. Although research concerning managerial accounting roles in sustainability has been a subject of study in recent decades, the empirical evidence has been mainly based on case studies in developed countries [11,12].
Nevertheless, the academic literature has discussed the managerial accounting roles in ensuring sustainability. Various authors [13,14,15,16] have emphasized the need for a critical approach to understanding managerial accounting roles in sustainability and digital transformation. For example, Lovell and MacKenzie [17] analyzed the role of accounting professional organizations in managing the new economy characterized by climate change and digital transformation. Ngwakwe [18] critically examined sustainability initiatives in the accounting profession and demonstrated the need for a more pragmatic approach based on new digital technologies. Other researchers [5,19,20,21,22,23] have studied how managerial accounting can support organizational sustainability. Likewise, many researchers have also pointed out the role of managerial accounting in improving the sustainability performance by supporting managerial decisions in managing organizational changes [1,24,25,26,27].
The International Federation of Accountants (IFAC) [28,29] ranks the contribution of managerial accounting to the process of ensuring organizational sustainability through three decision-making levels of the organization: the strategic level, the operational level, and the reporting level. The strategic level involves the participation of managerial accounting in making strategic decisions and objective sets. The operational level implies a total involvement of managerial accounting in the budgeting process, cost calculations, and performance measurement activities, providing the financial, environmental, and social information necessary to ensure organizational sustainability. Finally, the reporting level involves the preparation of financial, sustainability, or integrated reports that provide a complete picture of an organization’s sustainable performance. The integration of sustainability vectors (financial, social, and environmental) at all levels of the decision-making process (strategic, tactical, and operational) and in all managerial functions (planning–budgeting, organization coordination, staffing, and evaluation) to improve stakeholder relations are crucial tasks for managerial accounting. Therefore, managerial accounting must participate more actively in creating and maintaining the sustainable value of the organization.
The sustainable value is a concept interpreted in various ways. In our paper, we defined sustainable value as identifying and managing a balance between ecological, social, and economic values [30], starting from the Triple Bottom Line approach that defines these three dimensions of sustainability [31,32]. Organizations must behave sustainably, pursuing social and environmental objectives while increasing shareholder values.
Managerial accounting supports organizations in meeting all their objectives, including sustainability. Schaltegger and Zvezdov [5] (p. 342) showed that “the accountants could … expected to play an important role, first, in improving the information stakeholders receive about the social and environmental impacts of a company and, second, in improving how well managers are informed about sustainability issues”. According to the IFAC [28,29], managerial accounting accountants fulfill the roles of creators, enablers, preservers, and reporters of sustainable value for their organizations. The role of sustainable value creators involves setting strategies, policies, and plans necessary to create a sustainable value. The role of enablers of the sustainable value presumes to inform and guide operational management decisions by improving support processes. The role of sustainable value preservers involves protecting sustainable value creation strategies by contributing to the risk management process. As reporters of sustainable value, accountants must ensure the transparent and fair communication of delivering a sustainable value. The accounting professional plays a crucial role in ensuring organizational performance and compliance with laws and good practices in the field of sustainability and in optimizing the balance between the two dimensions: profit maximization and ethical business behavior. Ethical considerations are even more important in the healthcare industry, with care for patients considered the most critical organizational goal [33,34,35,36,37,38,39,40,41,42].
The first research hypothesis based on the identified gap and the first research question (RQ1) is the following:
Hypothesis H1. 
In the perception of managerial accounting professionals, the roles of enablers and reporters are the most important in the sustainable value creation process perspective.
Although many authors emphasize the role of managerial accounting in sustainability accounting and reporting, there is uncertainty about the parts of accountants in ensuring sustainability [43,44,45], suggesting the acquisition of new skill sets specific to sustainability recording, interpretation, and organizational reporting but also the use of new digital technologies. For example, Schaltegger [46] showed that managerial accounting professionals can solve sustainability issues more efficiently by integrating digitized measurement and management tools.
Willekes et al. [3] showed that it is increasingly necessary to integrate managerial accounting into sustainability accounting to create an efficient accounting information system that provides data not only on financial values but also on social and environmental values [47,48,49]. Furthermore, sustainability accounting and reporting must use digital transformation’s managerial accounting tools and innovations [5,22,23,50,51].
Many authors [52,53,54] have highlighted the importance of innovations of any type (including the implementation of digital technologies) in managerial accounting to contribute more to ensuring organizational sustainability. Other authors [55,56,57,58] have focused on the competencies needed by accountants in the context of digital transformation and the need to ensure organizational sustainability.
Digital technologies occupy an essential place in increasing the role of managerial accounting in an organizational strategy and, in particular, in ensuring organizational sustainability [59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78]. Cloud computing enables real-time information sharing and greater organizational transparency. The data collected directly using the sensors integrated into the internet of things technology are transferred to big data technologies and processed using IT solutions that incorporate artificial intelligence.
The second research hypothesis based on this assumption and the second research question (RQ2) is the following:
Hypothesis H2. 
Managerial accounting significantly influences sustainable development, with digital transformation exerting a strong mediating effect.

3. Materials and Methods

The research process took place in three steps, starting from the analysis of the academic literature to the presentation of the results and conclusions (Figure 1).
We used a questionnaire presented in Appendix A to analyze the perceptions of managerial accounting professionals in Romania concerning the managerial accounting roles in ensuring sustainability and the mediating effect exerted by digital transformation. The questionnaire includes general questions concerning the perceptions of professionals in managerial accounting and does not include data requiring institutional review boards. In the questionnaire, we used the Likert scale with five levels (Table 1).
The exogenous variables in the questionnaire (items) were selected based on empirical studies that used similar variables [2,5,15,18,28,29,32,45,51,59,65,66]. The main variables of the research were managerial accounting roles in creating the economic value of an organization proposed by the IFAC: “creators, enablers, preservers, and reporters” of value [28] (p. 15). For sustainable development, we used the three pillars (social, economic, and environmental) theorized by Elkington to synthesize the very complex concept of sustainability. According to the IFAC [79] (p 6.), “Sustainable value creation involves considering economic, environmental, and social factors—not only because different stakeholders have different interests, but also because these factors are interdependent. Environmental and social factors can also determine or affect the economic value of an organization”. Managerial accountants from health organizations were questioned on their roles in value creation to assess the influence on sustainable economic, environmental, and social success. The framework proposed by the IFAC was briefly presented in the preamble of the questionnaire. For digitization, we used a single synthesizing variable that concerns the degree of digital technologies used in the activity of managerial accountants in health organizations. The paper aims to determine the mediating effect of digital transformations in the relationship between managerial accounting roles and the sustainable development pillars. The survey was carried out between October and November 2022 in Romania. The sample is represented by 396 professionals in managerial accounting from the Southwest Oltenia Region healthcare organizations in Romania.
The study used the stratified random sampling method. In Romania, according to the National Institute of Statistics [80], in 2021, there were 535 healthcare organizations, of which 367 were in the public sector and 168 were in the private sector. The Southwest Oltenia Region is representative of the national level, being a region with an average level of development among the eight regions of Romania, which ensures representativeness from the point of view of economic development. In the Southwest Oltenia Region, in 2021, there were 10% of the total healthcare organizations (36 in the public sector and 17 in the private sector), which ensures representativeness from the point of view of ownership. The sample, selected from professionals in the managerial accounting of healthcare organizations, has a confidence level of 95%, with a margin of error of 4.67%. The layers setting depended on two demographic criteria (gender and age). Among the total respondents, 53.5% were male, and 46.5% were female. Furthermore, the structure depended on age: 26.3% of respondents were in the 18–30 years category, 43.4% were in the 31–45 years category, and 30.3% were between 46 and 65 years. Table 2 exposes the descriptive statistics.
We used the artificial neural network analysis to test the first hypothesis, which allows for setting the influences between variables in two layers (an input layer and an output layer) [81,82]. The hidden layer between the two layers represents managerial accounting’s usefulness in organizational sustainability from the perception of managerial accounting professionals. Figure 2 illustrates the research model.
The testing of the second hypothesis of the research involved the use of structural equation modeling, which allows the assessment of the relationships established among the latent (endogenous) variables, variables determined based on the exogenous variables (questionnaire items) [83,84,85]. Figure 3 shows the research model.

4. Results

The testing of the H1 hypothesis involved the use of a multilayer perceptron (MLP) model in the artificial neural network (ANN) analysis. This model illustrates the influences between managerial accounting roles placed in the input layer and sustainability drivers placed in the output layer [81,82]. The activation functions in MLP are sigmoid types. The overall average relative error is 0.290. Figure 4 shows the relationships among the model variables.
Table 3 illustrates the MLP predictors and the variables’ importance.
Figure 4 and Table 3 show the significant influences of managerial accounting roles on the three drivers of sustainability. The financial driver remains the most critical driver of sustainability influenced by managerial accounting from the perception of managerial accountants in the healthcare industry. However, the model highlights significant influences on the social and environmental drivers. Among the roles of managerial accounting professionals in the healthcare industry, the most important are reporters, followed by enablers. The preservers and the creator roles significantly influence the three drivers of sustainability. Therefore, the results of the artificial neural analysis confirmed the validity of hypothesis H1. From managerial accounting professionals’ perceptions, enablers’ and reporters’ roles are the most important in the healthcare industry’s sustainable value creation process. The reporter role is traditional for accounting, but the enabler role shows that managerial accounting professionals are aware of its importance in decision-making to ensure sustainability by participating in sustainable value creation.
To investigate the influences of managerial accounting roles on the three pillars of sustainable development, we used a multivariate analysis of variance. Table 4 exposes the multivariate tests in MANOVA.
The Wilks’ Lambda test showed that the model was statistically significant. For all four managerial accounting roles, p values < 0.001. The observed power was 1.000 for all variables, highlighting a 100% chance for result significance. The size effect (partial eta squared values) indicated that enablers’ and reporters’ roles were the most important from the healthcare industry’s sustainable value creation process perspective.
To identify the influence of each role of managerial accounting on each pillar of sustainable development, we ran tests of between-subject effects (Table 5).
The analysis of the effects between the variables reveals that the roles of enablers and reporters are the ones that influence the social and economic pillars the most. The environment pillar is most influenced by the creator and reporter roles. The analysis shows that the traditional role of the reporter remains significant, but the influence of the enabler and creator roles is increasing. Digital transformation has an essential contribution to rethinking the roles of managerial accounting from the perspective of sustainable development.
The mediating effect of digital transformation is analyzed using SEM-PLS (structural equation modeling–partial least squares). The software used for structural equation modeling (SmartPLS v3.0) to test hypothesis H2 allows using the PLS algorithm applied within a formative model with a small number of variables [83,84,85]. According to Hair et al. [85] (p. 11), “PLS-SEM can easily handle reflective and formative measurement models, as well as single-item constructs, with no identification problems”. The leading roles in the perception of managerial accounting professionals are enablers and reporters of sustainable values (Figure 5).
To test the reliability of the collected data series, we used Guttman’s reliability test [84]. The six lambda measures were used to analyze the reliability and validity of the data series collected within the sample. Among the six lambda measures, lambda-2 and lambda-3 (equivalent to Cronbach’s alpha coefficients) were the most relevant reliability measures [83]. Table 6 illustrates the measurements obtained in the Guttman reliability analysis for the lambda coefficients.
Both measures, lambda-2 and lambda-3, indicate excellent data reliability, reflecting the results’ validity.
Table 7 presents the outer weights and loadings of the exogenous variables. All outer weights and loadings are significant for the chosen formative model.
According to Hair et al. [84] and Garson [83], for a formative model, an important indicator is SRMR. The SRMR of our model is 0.032 (below 0.08). Additionally, the NFI (normed fit index) has an excellent value of 0.965 (over 0.9). R-square indicates substantial effects for sustainability (0.893) and digital transformation (0.847). The formative model should not display extreme multicollinearity, according to Hair et al. [84]. Therefore, multicollinearity may be problematic if the variance inflation factor (VIF) exceeds 5. The proposed model is also relevant considering the multicollinearity criterion (Table 8).
Running a bootstrapping (0.05 significance level), we determined the path coefficients and indirect effects (Table 9). All path coefficients are above 0.3, highlighting solid causal relationships. In addition, values of t-statistics (above 1.6) and p-values (below 0.050) underline the model’s robustness [83].
Direct and indirect relationship analysis exerted by the managerial accounting roles on sustainability leads us to conclude that Hypothesis H2 is valid. Managerial accounting significantly influences the sustainable development (0.924), and digital transformation exerts a partial mediating effect (0.465). Digital transformation has increased the role in the sustainable development of managerial accountants. Table 9 also presents the significant direct effects of the change in the paradigm of managerial accounting on sustainable development, considering not only the financial aspects but also non-financial measures of health organizations. The roles of managerial accounting in sustainable organizational development decision-making are increasingly more significant due to digital transformation.

5. Discussion

The organization’s position towards sustainability modifies the managerial accounting roles throughout the production cycle. Currently, production cycles end with sustainability reporting that complements financial reporting. In addition, more and more organizations are integrating reporting, raising the importance of managerial accounting. Sustainability reporting improves accounting information systems for financial and non-financial reporting and the expansion of reporting measures by focusing on social and environmental vectors. Furthermore, using new technologies, organizations can achieve real-time reporting accessible to all categories of stakeholders, interactive and integrated [85].
The IFAC [29] also points out that the role of managerial accounting professionals is much more complex. Accountants not only prepare financial and sustainability reports but also have an active role in ensuring sustainability. As it results from the investigation of the H1 hypothesis, the respondents consider that the roles of creators and enablers of sustainable value are the most important, having a more significant influence on the three drivers of sustainability in the healthcare industry. As the IFAC [28,29,85,86,87,88] and Makarenko and Plastun [15] showed, managerial accounting professionals adapt to the business model where sustainability is the key. This view of the functional managerial accounting roles is compatible with managerial decision-making levels in the organization. Managerial accounting professionals are creators of sustainable values at the strategic level and enablers of sustainable values at the operational level. At the reporting level, they are preservers and reporters.
The investigation of the H2 hypothesis led to the identification of a significant influence of managerial accounting on sustainable development in the healthcare industry and a mediating effect of digital transformation. The results are in line with the findings of Willekes et al. [3], which showed that it is increasingly necessary to create an efficient accounting information system that provides data not only on financial values but also on social and environmental values [47,48,49]. Moreover, other authors believe that sustainability accounting and reporting must be based on managerial accounting tools and innovations offered by digital transformation [5,22,23,50,51], expanding the managerial accounting roles in ensuring organizational sustainability.
The testing and validation of the two hypotheses provide a clear picture of the importance of digitized managerial accounting in ensuring sustainable development, not only by assuming the roles of preservers and reporters of sustainable value but also by increasing the importance of the roles of sustainable value creators and enablers.

5.1. Theoretical Implications

Although there is a consensus in the academic and professional literature that managerial accounting professionals must be actively involved in sustainability accounting, uncertainty concerning the roles of accountants in sustainability is still present [43,44]. Bebbington and Larrinaga [52] (p.16) called for support to introduce “a different approach to research (in methodological terms)” to overcome “the limitations of our current accounting approaches to knowledge and its application”. Williams [45] suggested that new skills are needed specific to sustainability issues using new digital technologies to increase the level of involvement of management accountants in sustainability accounting. In addition, Schaltegger et al. [22] argued that managerial accounting professionals must integrate into their work measurement and management tools and IT solutions based on digital technologies to address sustainability issues explicitly. This paper proposes a theoretical model for analyzing the roles played by managerial accounting (proposed by the IFAC) [28] in the three pillars of sustainability based on the innovations provided by digital transformation.

5.2. Empirical and Managerial Implications

This paper also provides critical managerial and practical implications. It provides managerial accounting professionals and other practitioners within healthcare organizations with a clear and coherent perspective on the challenges and opportunities presented by new digital technologies in adopting the roles of creators and enablers of sustainable values. Furthermore, in this study, we emphasize the need for management accountants to assume more critical roles in developing the healthcare organization’s sustainability agenda and identify the resources and the effects on the three sustainability drivers of active involvement. These results offer evidence to managerial accounting professionals that allow them to participate in sustainability initiatives, as ensuring sustainability is a fundamental process that requires a digitized accounting information system to be carried out effectively. The roles of managerial accounting in decision-making in the healthcare industry’s sustainability field are increasingly more significant due to digital transformation.

5.3. Limitations and Further Research

Although the results of this exploratory study are robust, several research limitations can be addressed in future empirical investigations. First, a research limit is given by the small number of variables included. The research results illustrate the respondents’ perceptions regarding the roles of managerial accounting in creating economic value and the influences on the pillars of sustainable development. Based on the results of the exploratory research, we intend to expand the number of variables in future research by detailing the characteristics of managerial accounting roles and the features that illustrate the three pillars of sustainable development. Second, the sample selected from among Romanian managerial accountants in the healthcare industry has limited representativeness, but this study lays the groundwork for more in-depth future research. The study can be extended to managerial accountants from other fields and countries. Third, the cross-sectional nature is a limitation that a longitudinal approach in subsequent research can overcome. Future research may also consider other frameworks concerning the managerial accounting roles of professionals.

6. Conclusions

Integrating sustainability organizations’ strategies require reformatting the accounting information system based on new digital technologies that allow decisions grounded with sustainability drivers. Following the research undertaken, we found that new digital technologies have a beneficial influence on managerial accounting, enriching managerial accountants’ roles in the sustainable development of organizations. Although the traditional roles of reporters and preservers have remained important, managerial accounting is increasingly assuming the roles of managerial accounting. The digital transformation that has affected most fields and professions improves managerial accountants’ tools, allowing them to assume more critical roles in the organization. Through the new information provided, managerial accounting creates the opportunity for better decisions that create values for healthcare organizations. Therefore, the digital transformation of managerial accounting needs further investigation, because accounting professionals must acquire IT skills, in addition to accounting skills, to use new digital technologies integrated into complex ERP (Enterprise Resource Planning) solutions to make optimal decisions.

Author Contributions

Conceptualization, A.A.V. and C.G.B.; methodology, A.A.V. and C.G.B.; software, A.A.V. and C.G.B.; validation, A.A.V., C.G.B., M.M.C., A.-F.B.-I. and D.V.P.; formal analysis, A.A.V., C.G.B., M.M.C., A.-F.B.-I. and D.V.P.; investigation, A.A.V., C.G.B., M.M.C., A.-F.B.-I. and D.V.P.; resources, A.A.V., C.G.B., M.M.C., A.-F.B.-I. and D.V.P.; data curation, A.A.V. and C.G.B.; writing—original draft preparation, A.A.V. and C.G.B.; writing—review and editing, A.A.V., C.G.B., M.M.C., A.-F.B.-I. and D.V.P.; visualization, A.A.V.; supervision, A.A.V.; and project administration, A.A.V. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

Appendix A

Table A1. Questionnaire items.
Table A1. Questionnaire items.
VariablesItems
Demographic variablesWhat is your gender?
What is your age range?
Managerial accountingOn a scale from 1 to 5 (1—non-important, 5—most important), what do you think is the importance of the value creator role of managerial accounting?
On a scale from 1 to 5 (1—non-important, 5—most important), what do you think is the importance of the value enabler role of managerial accounting?
On a scale from 1 to 5 (1—non-important, 5—most important), what do you think is the importance of the value preserver role of managerial accounting?
On a scale from 1 to 5 (1—non-important, 5—most important), what do you think is the importance of the value reporter role of managerial accounting?
Sustainable
development
On a scale of 1 to 5 (1— very small, 5— very high), what do you think is the contribution of the economic pillar to sustainable organizational development?
On a scale of 1 to 5 1— very small, 5— very high), what do you think is the contribution of the social pillar to sustainable organizational development?
On a scale of 1 to 5 1— very small, 5— very high), what do you think is the contribution of the environmental pillar to sustainable organizational development?
Digital transformationOn a scale from 1 to 5 (1—minimal extent, 5—maximal extent), what is the degree of use of the new digital technologies in managerial accounting activities?
Source: own construction based on [2,15,28,29,32].

References

  1. Erokhin, V.; Endovitsky, D.; Bobryshev, A.; Kulagina, N.; Ivolga, A. Managerial accounting Change as a Sustainable Economic Development Strategy during Pre-Recession and Recession Periods: Evidence from Russia. Sustainability 2019, 11, 3139. [Google Scholar] [CrossRef]
  2. Kroon, N.; Alves, M.d.C.; Martins, I. The Impacts of Emerging Technologies on Accountants’ Role and Skills: Connecting to Open Innovation—A Systematic Literature Review. J. Open Innov. Technol. Mark. Complex. 2021, 7, 163. [Google Scholar] [CrossRef]
  3. Willekes, E.; Wagensveld, K.; Jonker, J. The Role of the Accounting and Control Professional in Monitoring and Controlling Sustainable Value. Sustainability 2022, 14, 15709. [Google Scholar] [CrossRef]
  4. Birnberg, J.G. A proposed framework for behavioral accounting research. Behav. Res. Account. 2011, 23, 1–43. [Google Scholar] [CrossRef]
  5. Schaltegger, S.; Zvezdov, D. Gatekeepers of Sustainability Information: Exploring the Roles of Accountants. J. Account. Organ. Change 2015, 11, 333–361. [Google Scholar] [CrossRef]
  6. Dekan, T. Some Aspects of Accounting and Managerial accounting during Economic Downturns. Apstract Appl. Stud. Agribus. Commer. 2009, 4, 33–35. [Google Scholar] [CrossRef]
  7. Bennett, M.; Schaltegger, S.; Zvezdov, D. Exploring Corporate Practices in Managerial Accounting for Sustainability; ICAEW: London, UK, 2013. [Google Scholar]
  8. Lozano, R.; Huisingh, D. Inter-Linking Issues, and Dimensions in Sustainability Reporting. J. Clean. Prod. 2011, 19, 99–107. [Google Scholar] [CrossRef]
  9. George, R.A.; Siti-Nabiha, A.K.; Jalaludin, D.; Abdalla, Y.A. Barriers to and Enablers of Sustainability Integration in the Performance Management Systems of an Oil and Gas Company. J. Clean. Prod. 2016, 136, 197–212. [Google Scholar] [CrossRef]
  10. Stacchezzini, R.; Melloni, G.; Lai, A. Sustainability Management and Reporting: The Role of Integrated Reporting for Communicating Corporate Sustainability Management. J. Clean. Prod. 2016, 136, 102–110. [Google Scholar] [CrossRef]
  11. Schaltegger, S.; Gibassier, D.; Zvezdov, D. Environmental Managerial Accounting—A Bibliometric Literature Review; Centre for Sustainability Management: Luneburg, Germany, 2011. [Google Scholar]
  12. Zvezdov, D. Corporate Sustainability Accounting: Beyond Unfreezing. J. Asia-Pac. Cent. Environ. Account. 2012, 18, 181–198. [Google Scholar]
  13. Gray, R.; Bebbington, J. Environmental accounting, managerialism, and sustainability: Is the planet safe in the hands of business and accounting? In Advances in Environmental Accounting & Management; Emerald Group Publishing Limited: Bingley, UK, 2000; Volume 1, pp. 1–44. [Google Scholar] [CrossRef]
  14. Gray, R. Is accounting for sustainability actually accounting for sustainability, and how would we know? An exploration of narratives of organizations and the planet. Account. Organ. Soc. 2010, 35, 47–62. [Google Scholar] [CrossRef]
  15. Bakker, P. Accountants Will Save the World. 2012. Available online: https://hbr.org/2013/03/accountants-will-save-the-worl (accessed on 2 September 2022).
  16. Makarenko, I.; Plastun, A. The role of accounting in sustainable development. Account. Financ. Control 2017, 1, 4–12. [Google Scholar] [CrossRef] [PubMed]
  17. Lovell, H.; MacKenzie, D. Accounting for Carbon: The Role of Accounting Professional Organisations in Governing Climate Change. Antipode 2011, 43, 704–730. [Google Scholar] [CrossRef]
  18. Ngwakwe, C.C. Rethinking the accounting stance on sustainable development. Sustain. Dev. 2012, 20, 28–41. [Google Scholar] [CrossRef]
  19. Burritt, R.L.; Schaltegger, S. Sustainability Accounting, and Reporting: Fad or Trend? Account. Audit. Account. J. 2010, 23, 829–846. [Google Scholar] [CrossRef]
  20. Siti-Nabiha, A.K.; Scapens, R.W. Stability and Change: An Institutionalist Study of Managerial Accounting Change. Account. Audit. Account. J. 2005, 18, 44–73. [Google Scholar] [CrossRef]
  21. Schaltegger, S.; Burritt, R.L. Sustainability Accounting for Companies: Catchphrase or Decision Support for Business Leaders? J. World Bus. 2010, 45, 375–384. [Google Scholar] [CrossRef]
  22. Schaltegger, S.; Hansen, E.G.; Lüdeke-Freund, F. Business models for sustainability: Entrepreneurship, innovation, and transformation. Origins, present research, and avenues. Organ. Environ. 2016, 29, 3–10. [Google Scholar] [CrossRef]
  23. Schaltegger, S.; Burritt, R. Business cases and corporate engagement with sustainability: Differentiating ethical motivations. J. Bus. Ethics 2018, 147, 241–259. [Google Scholar] [CrossRef]
  24. Dent, J.F. Strategy, Organization, and Control: Some Possibilities for Accounting Research. Account. Organ. Sac. 1990, 15, 3–25. [Google Scholar] [CrossRef]
  25. Argyris, C. The Dilemma of Implementing Controls: The Case of Managerial Accounting. Account. Organ. Sac. 1990, 15, 503–511. [Google Scholar] [CrossRef]
  26. Fischer, S. The Role of Macroeconomic Factors in Growth. J. Manet. Ecan. 1993, 32, 485–512. [Google Scholar] [CrossRef]
  27. Celik, I.E. The Relationship between Accounting Practices and Effects of Financial Crisis in Turkey: A Case Study on an Oil Company. Emerg. Mark. J. 2016, 6, 47–58. [Google Scholar] [CrossRef]
  28. International Federation of Accountants (IFAC). Competent and Versatile: How Professional Accountants in Business Drive Sustainable Organizational Success. 2011. Available online: https://www.ifac.org/system/files/publications/files/Competent-and-Versatile-full-length.pdf (accessed on 7 September 2022).
  29. International Federation of Accountants (IFAC). Sustainability Framework 2.0, International Federation of Accountants. 2011. Available online: https://www.ifac.org/system/files/publications/files/Sustainability-Framework-2.0.pdf (accessed on 7 September 2022).
  30. Jonker, J.; Faber, N. Business Models for Multiple Value Creation: Exploring Strategic Changes in Organisations Enabling to Address Societal Challenges. In Sustainable Business Models; Aagaard, A., Ed.; Springer: Cham, Switzerland, 2019; pp. 151–179. [Google Scholar]
  31. Carroll, A.B. A Three-Dimensional Conceptual Model of Corporate Performance. Acad. Manag. Rev. 1979, 4, 497–505. [Google Scholar] [CrossRef]
  32. Elkington, J. Towards the Sustainable Corporation: Win-Win-Win Business Strategies for Sustainable Development. Calif. Manag. Rev. 1994, 36, 90–100. [Google Scholar] [CrossRef]
  33. Grigoroudis, E.; Orfanoudaki, E.; Zopounidis, C. Strategic Performance Measurement in a Healthcare Organisation: A Multiple Criteria Approach Based on Balanced Scorecard. Omega 2012, 40, 104–119. [Google Scholar] [CrossRef]
  34. Naranjo-Gil, D.; Sánchez-Expósito, M.J.; Gómez-Ruiz, L. Traditional vs. Contemporary Management Control Practices for Developing Public Health Policies. Int. J. Environ. Res. Public Health 2016, 13, 713. [Google Scholar] [CrossRef]
  35. Adinolfi, P.; Borgonovi, E. The Myths of Health Care: Towards New Models of Leadership and Management in the Healthcare Sector; Springer: Cham, Switzerland, 2017. [Google Scholar]
  36. Gonzalez-Sanchez, M.B.; Broccardo, L.; Martins Pires, A.M. The Use and Design of the BSC in the Health Care Sector: A Systematic Literature Review for Italy, Spain, and Portugal. Int. J. Health Plann. Manage. 2018, 33, 6–30. [Google Scholar] [CrossRef]
  37. Trinchero, E.; Farr-Wharton, B.; Brunetto, Y. A Social Exchange Perspective for Achieving Safety Culture in Healthcare Organizations. Int. J. Public Sect. Manag. 2019, 32, 142–156. [Google Scholar] [CrossRef]
  38. Biancone, P.; Secinaro, S.; Brescia, V.; Calandra, D. Management of Open Innovation in Healthcare for Cost Accounting Using EHR. J. Open Innov. Technol. Mark. Complex. 2019, 5, 99. [Google Scholar] [CrossRef] [Green Version]
  39. Sardi, A.; Sorano, E.; Guerrieri, A.; Fiandra, U. Improvement of Health Performance through Clinical Risk Management: The Maternal and Child Pathway. Meas. Bus. Excell. 2020, 25, 372–389. [Google Scholar] [CrossRef]
  40. Huebner, C.; Flessa, S. Strategic Management in Healthcare: A Call for Long-Term and Systems-Thinking in an Uncertain System. Int. J. Environ. Res. Public Health 2022, 19, 8617. [Google Scholar] [CrossRef]
  41. Nakagawa, Y.; Irisa, K.; Nakagawa, Y.; Kanatani, Y. Hospital Management and Public Health Role of National Hospitals after Transformation into Independent Administrative Agencies. Healthcare 2022, 10, 2084. [Google Scholar] [CrossRef]
  42. Hoop, E.d.; Loeber, A.; Essink, D. Exploring, Diversifying and Debating Sustainable Health (Care) Approaches. Sustainability 2022, 14, 1698. [Google Scholar] [CrossRef]
  43. Botes, V.; Low, M.; Chapman, J. Is Accounting Education Sufficiently Sustainable? Sustain. Account. Manag. Policy J. 2014, 5, 95–124. [Google Scholar] [CrossRef]
  44. Egan, M.; Tweedie, D. A “Green” Accountant is Difficult to Find: Can Accountants Contribute to Sustainability Management Initiatives? Account. Audit. Account. J. 2018, 31, 1749–1773. [Google Scholar] [CrossRef]
  45. Williams, B. The Local Government Accountants’ Perspective on Sustainability. Sustain. Account. Manag. Policy J. 2015, 6, 267–287. [Google Scholar] [CrossRef]
  46. Schaltegger, S. Sustainability as a fundamental challenge for management accountants. In The Role of the Management Accountant: Local Variations and Global Influences; Goretzki, L., Strauss, E., Eds.; Routledge: London, UK; New York, NY, USA, 2017; pp. 274–291. [Google Scholar]
  47. Sundin, H.; Brown, D.A. Greening the Black Box: Integrating the Environment and Management Control Systems. Account. Audit. Account. J. 2017, 30, 620–642. [Google Scholar] [CrossRef]
  48. Latan, H.; Jabbour, C.J.C.; de Sousa Jabbour, A.B.L.; Wamba, S.F.; Shahbaz, M. Effects of Environmental Strategy, Environmental Uncertainty and Top Management’s Commitment on Corporate Environmental Performance: The Role of Environmental Managerial accounting. J. Clean. Prod. 2018, 180, 297–306. [Google Scholar] [CrossRef]
  49. Ligonie, M. Sharing Sustainability through Sustainability Control Activities. A Practice-Based Analysis. Manag. Account. Res. 2021, 50, 100726. [Google Scholar] [CrossRef]
  50. Ascani, I.; Ciccola, R.; Chiucchi, M.S. A Structured Literature Review about the Role of Management Accountants in Sustainability Accounting and Reporting. Sustainability 2021, 13, 2357. [Google Scholar] [CrossRef]
  51. Varaniûté, V.; Zickuté, I.; Zandaraviciûté, A. The Changing Role of Managerial Accounting in Product Development: Directions to Digitalization, Sustainability, and Circularity. Sustainability 2022, 14, 4740. [Google Scholar] [CrossRef]
  52. Bebbington, J.; Larrinaga, C. Accounting, and sustainable development: An exploration. Account. Organ. Soc. 2014, 39, 395–413. [Google Scholar] [CrossRef]
  53. O’Dwyer, B.; Unerman, J. Fostering rigor in accounting for social sustainability. Account. Organ. Soc. 2016, 49, 32–40. [Google Scholar] [CrossRef]
  54. Schaltegger, S.; Etxeberria, I.A.; Ortas, E. Innovating Corporate Accounting and Reporting for Sustainability—Attributes and Challenges. Sustain. Dev. 2017, 25, 113–122. [Google Scholar] [CrossRef]
  55. Gray, R.; Collison, D. Can’t see the wood for the trees, can’t see the trees for the numbers? Accounting education, sustainability, and the Public Interest. Crit. Perspect. Account. 2002, 13, 797–836. [Google Scholar] [CrossRef]
  56. Lawrence, S.R.; Botes, V.; Collins, E.; Roper, J. Does accounting construct the identity of firms as purely self-interested or as socially responsible? Meditari Account. Res. 2013, 21, 144–160. [Google Scholar] [CrossRef]
  57. Khan, T.; Gray, R. Accounting, identity, autopoiesis + sustainability: A comment, development, and expansion on Lawrence, Botes, Collins, and Roper. Meditari Account. Res. 2016, 24, 36–55. [Google Scholar] [CrossRef]
  58. Ng, A.W.; Leung, T.C.H.; Lo, J.M.K. Developing Sustainability Competence for Future Professional Accountants: The Integrative Role of an Undergraduate Program. In Handbook of Theory and Practice of Sustainable Development in Higher Education; Leal Filho, W., Brandli, L., Castro, P., Newman, J., Eds.; World Sustainability Series; Springer: Cham, Switzerland, 2017. [Google Scholar] [CrossRef]
  59. Quattrone, P. Managerial accounting goes digital: Will the move make it wiser? Manag. Account. Res. 2016, 31, 118–122. [Google Scholar] [CrossRef] [Green Version]
  60. Richins, G.; Stapleton, A.; Stratopoulos, T.; Wong, C. Big Data Analytics: Opportunity or Threat for the Accounting Profession? J. Inf. Syst. 2017, 31, 63–79. [Google Scholar] [CrossRef]
  61. Moll, J.; Yigitbasioglu, O. The role of internet-related technologies in shaping the work of accountants: New directions for accounting research. Br. Account. Rev. 2019, 51, 100833. [Google Scholar] [CrossRef]
  62. Yùksel, F. Sustainability in Accounting Curriculum of Turkey Higher Education Institutions. Turk. Online J. Qual. Inq. 2020, 11, 393–416. [Google Scholar] [CrossRef]
  63. Jasim, Y.A.; Raewf, M.B. Information Technology’s Impact on the Accounting System. Cihan Univ. J. Humanit. Soc. Sci. 2020, 4, 50–57. [Google Scholar] [CrossRef]
  64. Abad-Segura, E.; González-Zamar, M.-D. Research Analysis on Emerging Technologies in Corporate Accounting. Mathematics 2020, 8, 1589. [Google Scholar] [CrossRef]
  65. Lombardi, R.; Secundo, G. The digital transformation of corporate reporting—A systematic literature review and avenues for future research. Med. Account. Res. 2020, 29, 1179–1208. [Google Scholar] [CrossRef]
  66. Berikol, B.Z.; Killi, M. The Effects of Digital Transformation Process on Accounting Profession and Accounting Education. In Ethics and Sustainability in Accounting and Finance; Çaliyurt, K.T., Ed.; Springer: Singapore, 2021; Volume II, pp. 219–231. [Google Scholar] [CrossRef]
  67. Damerji, H.; Salimi, A. Mediating effect of use perceptions on technology readiness and adoption of artificial intelligence in accounting. Account. Educ. 2021, 30, 107–130. [Google Scholar] [CrossRef]
  68. Gonçalves, M.J.A.; da Silva, A.C.F.; Ferreira, C.G. The Future of Accounting: How Will Digital Transformation Impact the Sector? Informatics 2022, 9, 19. [Google Scholar] [CrossRef]
  69. Dash, S.; Shakyawar, S.K.; Sharma, M.; Kaushik, S. Big data in healthcare: Management, analysis, and future prospects. J. Big Data 2019, 6, 54. [Google Scholar] [CrossRef] [Green Version]
  70. Smys, S.; Raj, J.S. Internet of things and big data analytics for health care with cloud computing. J. Inf. Technol. Digit. World 2019, 1, 9–18. [Google Scholar] [CrossRef]
  71. Kelly, J.T.; Campbell, K.L.; Gong, E.; Scuffham, P. The Internet of Things: Impact and Implications for Health Care Delivery. J. Med. Internet Res. 2020, 22, e20135. [Google Scholar] [CrossRef]
  72. Rathee, G.; Sharma, A.; Saini, H.; Saini, H.; Kumar, R.; Iqbal, R. A hybrid framework for multimedia data processing in IoT-healthcare using blockchain technology. Multimed Tools Appl. 2020, 79, 9711–9733. [Google Scholar] [CrossRef]
  73. Selvaraj, S.; Sundaravaradhan, S. Challenges and opportunities in IoT healthcare systems: A systematic review. SN Appl. Sci. 2020, 2, 139. [Google Scholar] [CrossRef]
  74. Bhuiyan, M.N.; Rahman, M.M.; Billah, M.M.; Saha, D. Internet of Things (IoT): A Review of Its Enabling Technologies in Healthcare Applications, Standards Protocols.Security and Market Opportunities. IEEE Internet Things J. 2021, 8, 10474–10498. [Google Scholar] [CrossRef]
  75. Li, W.; Chai, Y.; Khan, F.; Jan, S.R.U.; Verma, S.; Menon, V.G.; Li, X. A Comprehensive Survey on Machine Learning-Based Big Data Analytics for IoT-Enabled Smart Healthcare System. Mob. Netw. Appl. 2021, 26, 234–252. [Google Scholar] [CrossRef]
  76. Zhang, Y.; Sun, Y.; Jin, R.; Lin, K.; Liu, W. High-Performance Isolation Computing Technology for Smart IoT Healthcare in Cloud Environments. IEEE Internet Things J. 2021, 8, 16872–16879. [Google Scholar] [CrossRef]
  77. Cozzoli, N.; Salvatore, F.P.; Faccilongo, N.; Milone, M. How can big data analytics be used for healthcare organization management? Literary framework and future research from a systematic review. BMC Health Serv. Res. 2022, 22, 809. [Google Scholar] [CrossRef]
  78. Javaid, M.; Haleem, A.; Singh, R.P.; Rab, S.; Ul Haq, M.I.; Raina, A. Internet of Things in the global healthcare sector: Significance, applications, and barriers. Int. J. Intell. Netw. 2022, 3, 165–175. [Google Scholar] [CrossRef]
  79. International Federation of Accountants (I.F.A.C.). Integrating Governance for Sustainable Success. 2012. Available online: https://www.ifac.org/system/files/publications/files/Integrated-Governance-Report.pdf (accessed on 8 September 2022).
  80. National Institute of Statistics, Romania (I.N.S.). Sanitary units by categories of units, forms of ownership, macro-regions, development regions, and counties. Available online: http://statistici.insse.ro:8077/tempo-online/#/pages/tables/insse-table (accessed on 10 December 2022).
  81. I.B.M. SPSS—Neural Networks. 2012. Available online: https://www.ibm.com/downloads/cas/N7LLA2LB (accessed on 27 September 2022).
  82. Penn State, Eberly College of science. Agglomerative Hierarchical Clustering. Available online: https://online.stat.psu.edu/stat505/lesson/14/14.4 (accessed on 26 October 2022).
  83. Garson, D. Partial least squares (PLS-SEM). 2016. Available online: https://www.smartpls.com/resources/ebook_on_pls-sem.pdf (accessed on 24 October 2022).
  84. Hair, J.F.; Hult, G.T.M.; Ringle, C.M.; Sarstedt, M.A. Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), 2nd ed.; Sage: Thousand Oaks, CA, USA, 2017. [Google Scholar]
  85. Hair, J.F.; Hult, G.T.M.; Ringle, C.M.; Sarstedt, M.; Danks, N.P.; Ray, S. An Introduction to Structural Equation Modeling. In Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R; Classroom Companion: Business; Springer: Cham, Switzerland, 2021. [Google Scholar] [CrossRef]
  86. International Federation of Accountants (I.F.A.C.). Accounting for Sustainability: From Sustainability to Business Resilience.2015. Available online: https://www.ifac.org/system/files/publications/files/IFACJ3441_Accounting_for_sustainability_FINALWEB.pdf (accessed on 8 September 2022).
  87. International Federation of Accountants (I.F.A.C.). The 2030 Agenda for sustainable development: A snapshot of the accountancy profession contribution. 2016. Available online: https://www.ifac.org/system/files/publications/files/The-2030-Agenda-for-Sustainable-Development-A-Snapshot-of-the-Accountancy-Professions-Contribution-2016_0.pdf (accessed on 8 September 2022).
  88. International Federation of Accountants (I.F.A.C.). The role of accountants in mainstreaming sustainability in business. 2021. Available online: https://www.ifac.org/system/files/publications/files/PAIB-Report-Mainstreaming-Business-Sustainability_0.pdf (accessed on 8 September 2022).
Figure 1. Research steps. Source: the authors’ design.
Figure 1. Research steps. Source: the authors’ design.
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Figure 2. Conceptual model. Source: the authors’ design based on [2,15,28,29,32].
Figure 2. Conceptual model. Source: the authors’ design based on [2,15,28,29,32].
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Figure 3. Theoretical model. Source: the authors’ design based on [2,15,28,29,32].
Figure 3. Theoretical model. Source: the authors’ design based on [2,15,28,29,32].
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Figure 4. MLP model. Source: the authors’ design using SPSS v.20.
Figure 4. MLP model. Source: the authors’ design using SPSS v.20.
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Figure 5. Applied model. Source: the authors’ own design using SmartPLS v3.0.
Figure 5. Applied model. Source: the authors’ own design using SmartPLS v3.0.
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Table 1. Questionnaire structure.
Table 1. Questionnaire structure.
VariablesItemsScalesReferences
Demographic variablesGenderMale (1), Female (2)
Age18–30 years (1), 31–45 years (2), 46–65 years (3)
Managerial accounting rolesCreators1 to 5 (1—non-important, 5—most important)[15,28,29]
Enablers
Preservers
Reporters
SustainabilitySocial 1 to 5 (1—very small, 5—very high)
Environment[32]
Financial
Digital transformationDTe1 to 5 (1—minimal effect, 5—maximal effect)[2]
Source: the authors’ design based on [2,15,28,29,32].
Table 2. Descriptive statistics.
Table 2. Descriptive statistics.
MinMaxMeanStd. DeviationSkewnessKurtosis
Gender121.460.4990.142−1.990
Age132.040.752−0.066−1.225
Creators253.820.993−0.388−0.912
Enablers153.810.941−0.526−0.388
Preservers153.700.881−0.094−0.564
Reporters253.720.975−0.145−1.033
Social 153.550.968−0.095−0.815
Environment153.820.881−0.484−0.179
Financial153.860.949−0.428−0.594
DTe153.271.325−0.187−1.119
Source: the authors’ design using SPSS v.20.
Table 3. MLP model predictors.
Table 3. MLP model predictors.
PredictorPredicted
Hidden Layer 1Output Layer
H (1:1)SocialEnvironmentFinancialImportanceNormalized
Importance
Input Layer(Bias)−0.354
Creators0.204 0.15251.5%
Enablers0.278 0.296100.0%
Preservers0.253 0.27091.3%
Reporters0.363 0.28295.6%
Hidden Layer 1(Bias) −1.626−0.795−2.333
H (1:1) 5.2514.1116.916
Source: the authors’ design using SPSS v.20.
Table 4. Multivariate tests.
Table 4. Multivariate tests.
EffectValueFHypothesis dfError dfSig.Partial Eta SquaredNoncent. ParameterObserved Power
InterceptPillai’s Trace0.12117.9323.000389.0000.0000.12153.7951.000
Wilks’ Lambda0.87917.9323.000389.0000.0000.12153.7951.000
Hotelling’s Trace0.13817.9323.000389.0000.000
Roy’s Largest Root0.13817.9323.000389.0000.0000.12153.7951.000
CreatorsPillai’s Trace0.12718.8243.000389.0000.0000.12756.4711.000
Wilks’ Lambda0.87318.8243.000389.0000.0000.12756.4711.000
Hotelling’s Trace0.14518.8243.000389.0000.0000.12756.4711.000
Roy’s Largest Root0.14518.8243.000389.0000.0000.12756.4711.000
EnablersPillai’s Trace0.37878.8493.000389.0000.0000.378236.5481.000
Wilks’ Lambda0.62278.8493.000389.0000.0000.378236.5481.000
Hotelling’s Trace0.60878.8493.000389.0000.0000.378236.5481.000
Roy’s Largest Root0.60878.8493.000389.0000.0000.378236.5481.000
PreserversPillai’s Trace0.21635.7863.000389.0000.0000.216107.3571.000
Wilks’ Lambda0.78435.7863.000389.0000.0000.216107.3571.000
Hotelling’s Trace0.27635.7863.000389.0000.0000.216107.3571.000
Roy’s Largest Root0.27635.7863.000389.0000.0000.216107.3571.000
ReportersPillai’s Trace0.37678.0503.000389.0000.0000.376234.1501.000
Wilks’ Lambda0.62478.0503.000389.0000.0000.376234.1501.000
Hotelling’s Trace0.60278.0503.000389.0000.0000.376234.1501.000
Roy’s Largest Root0.60278.0503.000389.0000.0000.376234.1501.000
Source: the authors’ design using SPSS v.20.
Table 5. Tests of between-subject effects.
Table 5. Tests of between-subject effects.
SourceDependent VariableType III Sum of SquaresdfMean SquareFSig.Partial Eta SquaredNoncent. ParameterObserved Power d
Corrected ModelSocial281.463 a470.366310.1130.0000.7601240.4511.000
Environment191.170 b447.793161.4570.0000.623645.8291.000
Financial275.565 c468.891334.5510.0000.7741338.2051.000
InterceptSocial4.69014.69020.6700.0000.05020.6700.995
Environment6.48516.48521.9080.0000.05321.9080.997
Financial0.84110.8414.0840.0440.0104.0840.522
CreatorsSocial2.36712.36710.4300.0010.02610.4300.896
Environment12.322112.32241.6270.0000.09641.6271.000
Financial4.78914.78923.2590.0000.05623.2590.998
EnablersSocial38.783138.783170.9240.0000.304170.9241.000
Environment0.22610.2260.7630.3830.0020.7630.140
Financial18.296118.29688.8480.0000.18588.8481.000
PreserversSocial10.260110.26045.2190.0000.10445.2191.000
Environment7.78017.78026.2830.0000.06326.2830.999
Financial15.093115.09373.2930.0000.15873.2931.000
ReportersSocial18.493118.49381.5030.0000.17281.5031.000
Environment35.889135.889121.2430.0000.237121.2431.000
Financial24.559124.559119.2640.0000.234119.2641.000
(a) R Squared = 0.760 (Adjusted R Squared = 0.758). (b) R Squared = 0.623 (Adjusted R Squared = 0.619). (c) R Squared = 0.774 (Adjusted R Squared = 0.772). (d) Computed using alpha = 0.05. Source: the authors’ design using SPSS v.20.
Table 6. Guttman’s reliability analysis.
Table 6. Guttman’s reliability analysis.
LambdaValues
10.824
20.947
30.942
40.947
50.938
60.953
Source: the authors’ design using SPSS v.20.
Table 7. Outer weights.
Table 7. Outer weights.
Digital
Transformation
Managerial
Accounting
Sustainability
Outer
Weights
Outer LoadingsOuter
Weights
Outer LoadingsOuter
Weights
Outer
Loadings
Creators 0.1670.784
Enablers 0.3770.833
Preservers 0.2810.716
Reporters 0.4090.865
Financial 0.4990.954
Environment 0.1020.708
Social 0.4720.942
Dte1.0001.000
Source: the authors’ design using SmartPLS v3.0.
Table 8. Multicollinearity of endogenous variables.
Table 8. Multicollinearity of endogenous variables.
VIF
Creators2.080
Enablers1.834
Preservers1.393
Reporters1.968
Financial3.558
Environment2.224
Social2.947
Dte1.000
Source: the authors’ design using SmartPLS v3.0.
Table 9. Path coefficients.
Table 9. Path coefficients.
EffectsPathOriginal SampleSample MeanStandard Deviationt Statisticsp Values
DirectManagerial accounting → Digital transformation0.9210.9210.008117.6390.000
Managerial accounting → Sustainability0.4590.4630.0509.1270.000
Digital transformation → Sustainability0.5060.5020.05010.1780.000
SpecificManagerial accounting → Digital transformation → Sustainability0.4650.4620.04610.0400.000
TotalManagerial accounting → Digital transformation0.9210.9210.008114.9060.000
Managerial accounting → Sustainability0.9240.9250.008122.0490.000
Digital transformation → Sustainability0.5060.5010.0529.8100.000
Source: the authors’ design using SmartPLS v3.0.
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Vărzaru, A.A.; Bocean, C.G.; Criveanu, M.M.; Budică-Iacob, A.-F.; Popescu, D.V. Assessing the Contribution of Managerial Accounting in Sustainable Organizational Development in the Healthcare Industry. Int. J. Environ. Res. Public Health 2023, 20, 2895. https://doi.org/10.3390/ijerph20042895

AMA Style

Vărzaru AA, Bocean CG, Criveanu MM, Budică-Iacob A-F, Popescu DV. Assessing the Contribution of Managerial Accounting in Sustainable Organizational Development in the Healthcare Industry. International Journal of Environmental Research and Public Health. 2023; 20(4):2895. https://doi.org/10.3390/ijerph20042895

Chicago/Turabian Style

Vărzaru, Anca Antoaneta, Claudiu George Bocean, Maria Magdalena Criveanu, Adrian-Florin Budică-Iacob, and Daniela Victoria Popescu. 2023. "Assessing the Contribution of Managerial Accounting in Sustainable Organizational Development in the Healthcare Industry" International Journal of Environmental Research and Public Health 20, no. 4: 2895. https://doi.org/10.3390/ijerph20042895

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