Bibliometric Mapping and Narrative Review of Macroergonomics in Modern Industry

MOHAMMAD FAJAR NURWILDANI

Submitted : 2026-02-01, Published : 2026-02-20.

Abstract

The rapid acceleration of modern industry driven by automation and AI requires a systematic approach to aligning workers, technology, and organizations, a role addressed by macro ergonomics. This study maps the intellectual structure and evolution of macro ergonomics in modern industrial contexts through a hybrid systematic literature review and bibliometric analysis of 233 Scopus-indexed documents. Using R-based bibliometric methods, key trends, collaboration networks, and thematic clusters were identified. The findings show that macro ergonomics has evolved into a critical sociotechnical framework for Industry 4.0/5.0, supporting organizational resilience, safe human–AI integration, and the reduction of systemic risks in automated environments. Three dominant research themes emerge: digital integration, organizational optimization, and human-centered design, alongside notable gaps in global collaboration and SME applications. Overall, this study consolidates the scientific landscape of macro ergonomics and provides guidance for future research and practical implementation of holistic, adaptive, and human-centric work systems

Keywords

First keyword: Macro ergonomics Second keyword: Industry 4.0 Third keyword: systematic Literature Review: Fourth keyword: Bibliometric Fifth keyword: Sociotechnical System

References

S. Ansari, F. Naghdy, and H. Du, “Human-Machine Shared Driving: Challenges and Future Directions,” IEEE Trans. Intell. Veh., vol. 7, no. 3, pp. 499–519, 2022, doi: 10.1109/tiv.2022.3154426.

J. Kasperiuniene and V. Zydziunaite, “A Systematic Literature Review on Professional Identity Construction in Social Media,” Sage Open, vol. 9, no. 1, 2019, doi: 10.1177/2158244019828847.

P. Jing, G. Xu, Y. Chen, Y. Shi, and F. Zhan, “The Determinants behind the Acceptance of Autonomous Vehicles: A Systematic Review,” Sustainability, vol. 12, no. 5, p. 1719, 2020, doi: 10.3390/su12051719.

A. Ghio, Z. Occhipinti, and R. Verona, “The Consideration of Diversity in the Accounting Literature: A Systematic Literature Review,” Eur. Account. Rev., vol. 33, no. 5, pp. 1667–1691, 2024, doi: 10.1080/09638180.2024.2330089.

J. Tan, F. J. Tan, and S. Ramakrishna, “Transitioning to a Circular Economy: A Systematic Review of Its Drivers and Barriers,” Sustainability, vol. 14, no. 3, p. 1757, 2022, doi: 10.3390/su14031757.

M.-T. (Brian) Lin, D. Zhu, C. Liu, and P. B. Kim, “A systematic review of empirical studies of pro-environmental behavior in hospitality and tourism contexts,” Int. J. Contemp. Hosp. Manag., vol. 34, no. 11, pp. 3982–4006, 2022, doi: 10.1108/ijchm-12-2021-1478.

K. B. Moral et al., “Moral Hazard Behaviors and Mitigation Strategies: A Systematic Review,” J. Ekon. Malaysia, vol. 58, no. 1, 2024, doi: 10.17576/jem-2024-5801-01.

B. Klimova, M. Pikhart, and J. Kacetl, “Ethical issues of the use of AI-driven mobile apps for education,” Front. Public Heal., vol. 10, 2023, doi: 10.3389/fpubh.2022.1118116.

R. Belahouaoui and E. H. Attak, “Digital taxation, artificial intelligence and Tax Administration 3.0: improving tax compliance behavior – a systematic literature review using textometry (2016–2023),” Account. Res. J., vol. 37, no. 2, pp. 172–191, 2024, doi: 10.1108/arj-12-2023-0372.

P. Velte, “Determinants and consequences of corporate social responsibility assurance: a systematic review of archival research,” Soc. Bus. Rev., vol. 16, no. 1, pp. 1–25, 2020, doi: 10.1108/sbr-05-2020-0077.

M. A. Camilleri, “The rationale for ISO 14001 certification: A systematic review and a cost–benefit analysis,” Corp. Soc. Responsib. Environ. Manag., vol. 29, no. 4, pp. 1067–1083, 2022, doi: 10.1002/csr.2254.

D. Masoumi and O. Noroozi, “Developing early career teachers’ professional digital competence: a systematic literature review,” Eur. J. Teach. Educ., vol. 48, no. 3, pp. 644–666, 2023, doi: 10.1080/02619768.2023.2229006.

S. Carmine and V. De Marchi, “Reviewing Paradox Theory in Corporate Sustainability Toward a Systems Perspective,” J. Bus. Ethics, vol. 184, no. 1, pp. 139–158, 2022, doi: 10.1007/s10551-022-05112-2.

A. E. A. Ibrahim, K. Hussainey, T. Nawaz, C. Ntim, and A. Elamer, “A systematic literature review on risk disclosure research: State-of-the-art and future research agenda,” Int. Rev. Financ. Anal., vol. 82, p. 102217, 2022, doi: 10.1016/j.irfa.2022.102217.

H. Andersson, A. Svensson, C. Frank, A. Rantala, M. Holmberg, and A. Bremer, “Ethics education to support ethical competence learning in healthcare: an integrative systematic review,” BMC Med. Ethics, vol. 23, no. 1, 2022, doi: 10.1186/s12910-022-00766-z.

G. Marmat, P. Jain, and P. N. Mishra, “Understanding ethical/unethical behavior in pharmaceutical companies: a literature review,” Int. J. Pharm. Healthc. Mark., vol. 14, no. 3, pp. 367–394, 2020, doi: 10.1108/ijphm-03-2018-0016.

F. Alvino, A. Di Vaio, R. Hassan, and R. Palladino, “Intellectual capital and sustainable development: a systematic literature review,” J. Intellect. Cap., vol. 22, no. 1, pp. 76–94, 2020, doi: 10.1108/jic-11-2019-0259.

A. Redine, S. Deshpande, C. Jebarajakirthy, and J. Surachartkumtonkun, “Impulse buying: A systematic literature review and future research directions,” Int. J. Consum. Stud., vol. 47, no. 1, pp. 3–41, 2022, doi: 10.1111/ijcs.12862.

A. Saha, “Financial reporting quality during a crisis: a systematic review,” J. Account. Lit., vol. 44, no. 2/3, pp. 154–176, 2022, doi: 10.1108/jal-01-2022-0013.

L. Theodorakopoulos and A. Theodoropoulou, “Leveraging Big Data Analytics for Understanding Consumer Behavior in Digital Marketing: A Systematic Review,” Hum. Behav. Emerg. Technol., vol. 2024, no. 1, 2024, doi: 10.1155/2024/3641502.

V. Sima, I. G. Gheorghe, J. Subić, and D. Nancu, “Influences of the Industry 4.0 Revolution on the Human Capital Development and Consumer Behavior: A Systematic Review,” Sustainability, vol. 12, no. 10, p. 4035, 2020, doi: 10.3390/su12104035.

W. J. Salisu, N. Dehghan Nayeri, I. Yakubu, and F. Ebrahimpour, “Challenges and facilitators of professional socialization: A systematic review,” Nurs. Open, vol. 6, no. 4, pp. 1289–1298, 2019, doi: 10.1002/nop2.341.

N. Yusoff, M. Alias, and N. Ismail, “Drivers of green purchasing behaviour: a systematic review and a research agenda,” F1000Research, vol. 12, p. 1286, 2023, doi: 10.12688/f1000research.140765.1.

J. A. Oskam and A. De Visser-Amundson, “A systematic review of ethical issues in hospitality and tourism innovation,” J. Hosp. Tour. Insights, vol. 5, no. 4, pp. 782–803, 2022, doi: 10.1108/jhti-11-2021-0305.

L. Corvo, L. Pastore, M. Mastrodascio, and D. Cepiku, “The social return on investment model: a systematic literature review,” Meditari Account. Res., vol. 30, no. 7, pp. 49–86, 2022, doi: 10.1108/medar-05-2021-1307.

C. S. Sullivan, M. Gemtou, E. Anastasiou, and S. Fountas, “Building trust: A systematic review of the drivers and barriers of agricultural data sharing,” Smart Agric. Technol., vol. 8, p. 100477, 2024, doi: 10.1016/j.atech.2024.100477.

D. Mills and K. Inouye, “Problematizing ‘predatory publishing’: A systematic review of factors shaping publishing motives, decisions, and experiences,” Learn. Publ., vol. 34, no. 2, pp. 89–104, 2020, doi: 10.1002/leap.1325.

S. A. Hazaea, J. Zhu, S. F. A. Khatib, and A. A. Elamer, “Mapping the literature of internal auditing in Europe: a systematic review and agenda for future research,” Meditari Account. Res., vol. 31, no. 6, pp. 1675–1706, 2022, doi: 10.1108/medar-01-2022-1584.

B. Kaur, K. Sood, and S. Grima, “A systematic review on forensic accounting and its contribution towards fraud detection and prevention,” J. Financ. Regul. Compliance, vol. 31, no. 1, pp. 60–95, 2022, doi: 10.1108/jfrc-02-2022-0015.

S. A. Hazaea, E. M. Al-Matari, S. F. A. Khatib, K. Albitar, and J. Zhu, “Internal Auditing in the Arab World: A Systematic Literature Review and Directions for Future Research,” Sage Open, vol. 13, no. 4, 2023, doi: 10.1177/21582440231202332.

S. Elhoushy and P. Lanzini, “Factors Affecting Sustainable Consumer Behavior in the MENA Region: A Systematic Review,” J. Int. Consum. Mark., vol. 33, no. 3, pp. 256–279, 2020, doi: 10.1080/08961530.2020.1781735.

O. Turetken, S. Jethefer, and B. Ozkan, “Internal audit effectiveness: operationalization and influencing factors,” Manag. Audit. J., vol. 35, no. 2, pp. 238–271, 2019, doi: 10.1108/maj-08-2018-1980.

L. Joseph, M. Standen, A. Paungmali, R. Kuisma, P. Sitilertpisan, and U. Pirunsan, “Prevalence of musculoskeletal pain among professional drivers: A systematic review,” J. Occup. Health, vol. 62, no. 1, 2020, doi: 10.1002/1348-9585.12150.

J. M. Fernández-Batanero, M. Montenegro-Rueda, J. Fernández-Cerero, and I. García-Martínez, “Digital competences for teacher professional development. Systematic review,” Eur. J. Teach. Educ., vol. 45, no. 4, pp. 513–531, 2020, doi: 10.1080/02619768.2020.1827389.

G. M. Gomes, N. Moreira, and A. R. Ometto, “Role of consumer mindsets, behaviour, and influencing factors in circular consumption systems: A systematic review,” Sustain. Prod. Consum., vol. 32, pp. 1–14, 2022, doi: 10.1016/j.spc.2022.04.005.

L. Fogt Jacobsen, S. Pedersen, and J. Thøgersen, “Drivers of and barriers to consumers’ plastic packaging waste avoidance and recycling – A systematic literature review,” Waste Manag., vol. 141, pp. 63–78, 2022, doi: 10.1016/j.wasman.2022.01.021.

D. Streimikiene, B. Svagzdiene, E. Jasinskas, and A. Simanavicius, “Sustainable tourism development and competitiveness: The systematic literature review,” Sustain. Dev., vol. 29, no. 1, pp. 259–271, 2020, doi: 10.1002/sd.2133.

R. F. Guzzo, J. Abbott, and J. M. Madera, “A Micro-Level View of CSR: A Hospitality Management Systematic Literature Review,” Cornell Hosp. Q., vol. 61, no. 3, pp. 332–352, 2019, doi: 10.1177/1938965519892907.

C. S. Dabas and C. Whang, “A systematic review of drivers of sustainable fashion consumption: 25 years of research evolution,” J. Glob. Fash. Mark., vol. 13, no. 2, pp. 151–167, 2022, doi: 10.1080/20932685.2021.2016063.

S. Farrell, C. McKernan, T. Benson, C. Elliott, and M. Dean, “Understanding farmers’ and veterinarians’ behavior in relation to antimicrobial use and resistance in dairy cattle: A systematic review,” J. Dairy Sci., vol. 104, no. 4, pp. 4584–4603, 2021, doi: 10.3168/jds.2020-19614.

A. Chițimiea, M. Minciu, A.-M. Manta, C. N. Ciocoiu, and C. Veith, “The Drivers of Green Investment: A Bibliometric and Systematic Review,” Sustainability, vol. 13, no. 6, p. 3507, 2021, doi: 10.3390/su13063507.

M. A. Latapí Agudelo, L. Johannsdottir, and B. Davidsdottir, “Drivers that motivate energy companies to be responsible. A systematic literature review of Corporate Social Responsibility in the energy sector,” J. Clean. Prod., vol. 247, p. 119094, 2020, doi: 10.1016/j.jclepro.2019.119094.

M. Kassar and M. Jizi, “Artificial intelligence and robotic process automation in auditing and accounting: a systematic literature review,” J. Appl. Account. Res., pp. 1–25, 2025, doi: 10.1108/jaar-05-2024-0175.

A. Di Vaio, R. Hassan, G. D’Amore, and R. Tiscini, “Responsible innovation and ethical corporate behavior in the Asian fashion industry: A systematic literature review and avenues ahead,” Asia Pacific J. Manag., vol. 41, no. 3, pp. 1129–1173, 2022, doi: 10.1007/s10490-022-09844-7.

D. Aloini, R. Dulmin, V. Mininno, A. Stefanini, and P. Zerbino, “Driving the Transition to a Circular Economic Model: A Systematic Review on Drivers and Critical Success Factors in Circular Economy,” Sustainability, vol. 12, no. 24, p. 10672, 2020, doi: 10.3390/su122410672.

S. Potthoff et al., “The relationship between habit and healthcare professional behaviour in clinical practice: a systematic review and meta-analysis,” Health Psychol. Rev., vol. 13, no. 1, pp. 73–90, 2019, doi: 10.1080/17437199.2018.1547119.

A. M. Dattilo, R. S. Carvalho, R. Feferbaum, S. Forsyth, and A. Zhao, “Hidden Realities of Infant Feeding: Systematic Review of Qualitative Findings from Parents,” Behav. Sci. (Basel)., vol. 10, no. 5, p. 83, 2020, doi: 10.3390/bs10050083.

A. Orellano, C. Valor, and E. Chuvieco, “The Influence of Religion on Sustainable Consumption: A Systematic Review and Future Research Agenda,” Sustainability, vol. 12, no. 19, p. 7901, 2020, doi: 10.3390/su12197901.

K. Shahzad and S. A. Khan, “The relationship between motivational factors and librarians’ professional development (PD): A systematic review,” J. Librariansh. Inf. Sci., vol. 55, no. 2, pp. 383–402, 2022, doi: 10.1177/09610006221083685.

C. Keyworth, T. Epton, J. Goldthorpe, R. Calam, and C. J. Armitage, “Delivering Opportunistic Behavior Change Interventions: a Systematic Review of Systematic Reviews,” Prev. Sci., vol. 21, no. 3, pp. 319–331, 2020, doi: 10.1007/s11121-020-01087-6.

W. Murikah, J. K. Nthenge, and F. M. Musyoka, “Bias and ethics of AI systems applied in auditing - A systematic review,” Sci. African, vol. 25, p. e02281, 2024, doi: 10.1016/j.sciaf.2024.e02281.

A. Naudé, J. Bornman, and A. Kanji, “A Systematic Review of Ethics Knowledge in Audiology Literature: A Follow-Up Study (2011–2020),” Am. J. Audiol., vol. 31, no. 3, pp. 835–844, 2022, doi: 10.1044/2022_aja-22-00043.

M. Daradkeh, “Navigating the Complexity of Entrepreneurial Ethics: A Systematic Review and Future Research Agenda,” Sustainability, vol. 15, no. 14, p. 11099, 2023, doi: 10.3390/su151411099.

S. Ed‐Dafali, Z. Adardour, A. Derj, A. Bami, and K. Hussainey, “A PRISMA‐Based Systematic Review on Economic, Social, and Governance Practices: Insights and Research Agenda,” Bus. Strateg. Environ., vol. 34, no. 2, pp. 1896–1916, 2024, doi: 10.1002/bse.4069.

E. Lee, T. Lewis-Liu, S. Khurana, and M. Lu, “A systematic review of the link between public service motivation and ethical outcomes,” Asia Pacific J. Public Adm., pp. 1–28, 2023, doi: 10.1080/23276665.2023.2247101.

J. E. Raffaghelli and B. Stewart, “Centering complexity in ‘educators’ data literacy’ to support future practices in faculty development: a systematic review of the literature,” Teach. High. Educ., vol. 25, no. 4, pp. 435–455, 2020, doi: 10.1080/13562517.2019.1696301.

K. Afif, C. Rebolledo, and J. Roy, “Drivers, barriers and performance outcomes of sustainable packaging: a systematic literature review,” Br. Food J., vol. 124, no. 3, pp. 915–935, 2021, doi: 10.1108/bfj-02-2021-0150.

M. Widmann, F. Follert, and M. Wolz, “What is it going to cost? Empirical evidence from a systematic literature review of audit fee determinants,” Manag. Rev. Q., vol. 71, no. 2, pp. 455–489, 2020, doi: 10.1007/s11301-020-00190-w.

T. Nasreen, R. Baker, and D. Rezania, “Sustainability reporting – a systematic review of various dimensions, theoretical and methodological underpinnings,” J. Financ. Report. Account., vol. 23, no. 3, pp. 1057–1088, 2023, doi: 10.1108/jfra-01-2022-0029.

M. Li and Z. Yu, “Teachers’ Satisfaction, Role, and Digital Literacy during the COVID-19 Pandemic,” Sustainability, vol. 14, no. 3, p. 1121, 2022, doi: 10.3390/su14031121.

M. Bascopé, P. Perasso, and K. Reiss, “Systematic Review of Education for Sustainable Development at an Early Stage: Cornerstones and Pedagogical Approaches for Teacher Professional Development,” Sustainability, vol. 11, no. 3, p. 719, 2019, doi: 10.3390/su11030719.

W. Ahmed Al-Hussein, M. L. Mat Kiah, P. Lip Yee, and B. B. Zaidan, “A systematic review on sensor-based driver behaviour studies: coherent taxonomy, motivations, challenges, recommendations, substantial analysis and future directions,” PeerJ Comput. Sci., vol. 7, p. e632, 2021, doi: 10.7717/peerj-cs.632.

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