This is an outdated version published on 2021-06-10. Read the most recent version.
Preprint / Version 1

Future Business Trends, has It Led To a Sustainable Business?

##article.authors##

  • Didi Sundiman Universitas Universal
  • Nerry Kristina

Keywords:

business sustainability, business trend, machine learning, topic modelling

Abstract

Penelitian ini berfokus pada trend bisnis saat ini dan masa depan, Apakah tren bisnis yang berkembang saat ini telah menunjukkan ke arah pembangunan bisnis yang berkelanjutan? Apakah tren bisnis masa depan memiliki arah yang sama dengan bagaimana seharusnya bisnis yang berkelanjutan akan dijalankan? Pendekatan penelitian ini adalah penelitian kualitatif, dengan sampel data yang diambil dari artikel berita online dari situs berita bisnis di media online. Hasil penelitian menunjukkan trend bisnis yang ada saat ini belum maksimal mengarah pada trend bisnis berkelanjutan.Perusahaan hanya berfokus pada bisnis saat ini, memfokuskan bisnis pada kebutuhan pasar bukan pada people.

References

Aagaard, A., 2019. Identifying Sustainable Business Models Through Sustainable Value Creation, in: Sustainable Business Models. Palgrave Studies in Sustainable Business In Association with Future Earth, pp. 1–24. https://doi.org/10.1007/978-3-319-93275-0

Ahlström, H., 2019. Policy hotspots for sustainability: Changes in the EU regulation of sustainable business and finance. Sustain. Switz. 11. https://doi.org/10.3390/su11020499

Aiello, L.M., Petkos, G., Martin, C., Corney, D., Papadopoulos, S., Skraba, R., Göker, A., Kompatsiaris, I., Jaimes, A., 2013. Sensing Trending Topics in Twitter. IEEE Trans. Multimed. 15, 1268–1282. https://doi.org/10.1109/TMM.2013.2265080

Akram, M.U., Chauhan, C., Ghosh, K., Singh, A., 2019. Knowledge management, sustainable business performance and empowering leadership: A firm-level approach. Int. J. Knowl. Manag. 15, 20–35. https://doi.org/10.4018/IJKM.2019040102

Ali, M.Y., Gatiti, P., 2020. The COVID-19 (Coronavirus) pandemic: reflections on the roles of librarians and information professionals. Health Inf. Libr. J. 37, 158–162. https://doi.org/10.1111/hir.12307

Arun, R., Suresh, V., Veni Madhavan, C.E., Narasimha Murthy, M.N., 2010. On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations, in: Zaki, M.J., Yu, J.X., Ravindran, B., Pudi, V. (Eds.), Advances in Knowledge Discovery and Data Mining, Lecture Notes in Computer Science. Springer, Berlin, Heidelberg, pp. 391–402. https://doi.org/10.1007/978-3-642-13657-3_43

Arunachalam, D., Kumar, N., Kawalek, J.P., 2018. Understanding big data analytics capabilities in supply chain management: Unravelling the issues, challenges and implications for practice. Transp. Res. Part E Logist. Transp. Rev. 114, 416–436. https://doi.org/10.1016/j.tre.2017.04.001

Baden-Fuller, C., Morgan, M.S., 2010. Business Models as Models. Long Range Plann., Business Models 43, 156–171. https://doi.org/10.1016/j.lrp.2010.02.005

Bag, S., Wood, L.C., Mangla, S.K., Luthra, S., 2020. Procurement 4.0 and its implications on business process performance in a circular economy. Resour. Conserv. Recycl. 152, 104502. https://doi.org/10.1016/j.resconrec.2019.104502

Bakar, M.F.A., Talukder, M., Quazi, A., Khan, I., 2020. Adoption of sustainable technology in the Malaysian SMEs sector: Does the role of government matter? Inf. Switz. 11, 1–17. https://doi.org/10.3390/INFO11040215

Bansal, P., 2005. Evolving sustainably: a longitudinal study of corporate sustainable development. Strateg. Manag. J. 26, 197–218. https://doi.org/10.1002/smj.441

Bell, E., Scott, T.A., 2020. Common institutional design, divergent results: A comparative case study of collaborative governance platforms for regional water planning. Environ. Sci. Policy 111, 63–73. https://doi.org/10.1016/j.envsci.2020.04.015

Belle, E., Kingston, N., Burgess, N., Sandwith, T., Ali, N., Lewis, E., Juffe-Bignoli, D., Shi, Y., Bingham, H., Bhola, N., 2018. Protected Planet Report 2018.

Bellucci, M., Bini, L., Giunta, F., 2019. Implementing environmental sustainability engagement into business: Sustainability management, innovation, and sustainable business models. Elsevier Inc. https://doi.org/10.1016/B978-0-12-817382-4.00004-6

Blei, D.M., 2012. Probabilistic topic models. Commun. ACM 55, 77–84. https://doi.org/10.1145/2133806.2133826

Blei, D.M., Ng, A.Y., Jordan, M.I., 2003. Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022.

Bocken, N., Boons, F., Baldassarre, B., 2019. Sustainable business model experimentation by understanding ecologies of business models. J. Clean. Prod. 208, 1498–1512. https://doi.org/10.1016/j.jclepro.2018.10.159

Bocken, N.M.P., Geradts, T.H.J., 2020. Barriers and drivers to sustainable business model innovation: Organization design and dynamic capabilities. Long Range Plann. 53, 101950. https://doi.org/10.1016/j.lrp.2019.101950

Boons, F., Lüdeke-Freund, F., 2013. Business models for sustainable innovation: state-of-the-art and steps towards a research agenda. J. Clean. Prod., Sustainable Innovation and Business Models 45, 9–19. https://doi.org/10.1016/j.jclepro.2012.07.007

Bovea, M.D., Pérez-Belis, V., 2012. A taxonomy of ecodesign tools for integrating environmental requirements into the product design process. J. Clean. Prod. 20, 61–71. https://doi.org/10.1016/j.jclepro.2011.07.012

Bowman, N., Goodwin, J., Jones, P., Weaver, N., 1998. Sustaining recycling: identification and application of limiting factors in kerbside recycling areas. Int. J. Sustain. Dev. World Ecol. 5, 263–276. https://doi.org/10.1080/13504509809469991

Bradbury, H., Clair, J.A., 1999. Promoting Sustainable Organizations with Sweden’s Natural Step. Acad. Manag. Exec. 1993-2005 13, 63–74.

Brillinger, A.S., Els, C., Schäfer, B., Bender, B., 2019. Business model risk and uncertainty factors: Toward building and maintaining profitable and sustainable business models. Bus. Horiz. https://doi.org/10.1016/j.bushor.2019.09.009

Brown, L., 1979. Learning to live together on a small planet. Prospects 9, 159–169. https://doi.org/10.1007/BF02195474

Brown, L.R., 1982. Building a sustainable society. Society 19, 75–85. https://doi.org/10.1007/BF02712913

Bunch, R., Finlay, J., 1999. Environmental leadership in business education: Where’s the innovation and how should we support it? Corp. Environ. Strategy 6, 70–77. https://doi.org/10.1016/S1066-7938(00)80013-5

Byrch, C., Kearins, K., Milne, M., Morgan, R., 2007. Sustainable “what”? A cognitive approach to understanding sustainable development. Qual. Res. Account. Manag. 4, 26–52. https://doi.org/10.1108/11766090710732497

Caldera, H.T.S., Desha, C., Dawes, L., 2019. Evaluating the enablers and barriers for successful implementation of sustainable business practice in ‘lean’ SMEs. J. Clean. Prod. 218, 575–590. https://doi.org/10.1016/j.jclepro.2019.01.239

Campbell, K.O., 1981. The role of Agricultural Economists in the Conservation of Natural Resources. Minerva 19, 632–639. https://doi.org/10.1007/BF01096196

Carpenter, R.A., 1980. Using ecological knowledge for development planning. Environ. Manage. 4, 13–20. https://doi.org/10.1007/BF01866216

Carroll, A.B., 1999. Corporate Social Responsibility: Evolution of a Definitional Construct. Bus. Soc. 38, 268–295. https://doi.org/10.1177/000765039903800303

Chen, T.-H., Thomas, S.W., Hassan, A.E., 2016. A survey on the use of topic models when mining software repositories. Empir. Softw. Eng. 21, 1843–1919. https://doi.org/10.1007/s10664-015-9402-8

Cheng, X., Cao, Q., Liao, S.S., 2020. An overview of literature on COVID-19, MERS and SARS: Using text mining and latent Dirichlet allocation. J. Inf. Sci. 0165551520954674. https://doi.org/10.1177/0165551520954674

Chiappetta Jabbour, C.J., Fiorini, P.D.C., Ndubisi, N.O., Queiroz, M.M., Piato, É.L., 2020. Digitally-enabled sustainable supply chains in the 21st century: A review and a research agenda. Sci. Total Environ. 725, 138177. https://doi.org/10.1016/j.scitotenv.2020.138177

Clinton, L., Whisnant, R., 2019. Business Model Innovations for Sustainability. https://doi.org/10.1007/978-94-024-1144-7_22

Coombs, W.T., 2007. Protecting Organization Reputations During a Crisis: The Development and Application of Situational Crisis Communication Theory. Corp. Reput. Rev. 10, 163–176. https://doi.org/10.1057/palgrave.crr.1550049

Cooper, C., Rogers, M., Bethel, A., Briscoe, S., Lowe, J., 2015. A mapping review of the literature on UK-focused health and social care databases. Health Inf. Libr. J. 32, 5–22. https://doi.org/10.1111/hir.12083

Cosenz, F., Rodrigues, V.P., Rosati, F., 2020. Dynamic business modeling for sustainability: Exploring a system dynamics perspective to develop sustainable business models. Bus. Strategy Environ. 29, 651–664. https://doi.org/10.1002/bse.2395

Curtis, S.K., Mont, O., 2020. Sharing economy business models for sustainability. J. Clean. Prod. 266, 121519. https://doi.org/10.1016/j.jclepro.2020.121519

Daub, C., Ergenzinger, R., 2005. Enabling sustainable management through a new multi?disciplinary concept of customer satisfaction. Eur. J. Mark. 39, 998–1012. https://doi.org/10.1108/03090560510610680

de Medeiros, J.F., Ribeiro, J.L.D., Cortimiglia, M.N., 2014. Success factors for environmentally sustainable product innovation: a systematic literature review. J. Clean. Prod. 65, 76–86. https://doi.org/10.1016/j.jclepro.2013.08.035

Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T.K., Harshman, R., 1990. Indexing by latent semantic analysis. J. Am. Soc. Inf. Sci. 41, 391–407. https://doi.org/10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9

Dentoni, D., Pinkse, J., Lubberink, R., 2020. Linking Sustainable Business Models to Socio-Ecological Resilience Through Cross-Sector Partnerships: A Complex Adaptive Systems View. Bus. Soc. https://doi.org/10.1177/0007650320935015

Dhar, S., Mazumdar, S., 2014. Challenges and best practices for enterprise adoption of Big Data technologies, in: 2014 IEEE International Technology Management Conference. Presented at the 2014 IEEE International Technology Management Conference, pp. 1–4. https://doi.org/10.1109/ITMC.2014.6918592

Dou, W., Wang, X., Ribarsky, W., Zhou, M., 2012. Event detection in social media data, in: IEEE VisWeek Workshop on Interactive Visual Text Analytics-Task Driven Analytics of Social Media Content. pp. 971–980.

Dyllick, T., Muff, K., 2016. Clarifying the Meaning of Sustainable Business: Introducing a Typology From Business-as-Usual to True Business Sustainability. Organ. Environ. 29, 156–174. https://doi.org/10.1177/1086026615575176

El Akrouchi, M., Benbrahim, H., Kassou, I., 2021. End-to-end LDA-based automatic weak signal detection in web news. Knowl.-Based Syst. 212, 106650. https://doi.org/10.1016/j.knosys.2020.106650

El-Kassar, A.-N., Singh, S.K., 2019. Green innovation and organizational performance: The influence of big data and the moderating role of management commitment and HR practices. Technol. Forecast. Soc. Change 144, 483–498. https://doi.org/10.1016/j.techfore.2017.12.016

Engelmann, J., Al-Saidi, M., Hamhaber, J., 2019. Concretizing green growth and sustainable business models in the water sector of Jordan. Resources 8, 1–20. https://doi.org/10.3390/resources8020092

Fang, Y., Si, L., Somasundaram, N., Yu, Z., 2012. Mining contrastive opinions on political texts using cross-perspective topic model, in: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, WSDM ’12. Association for Computing Machinery, New York, NY, USA, pp. 63–72. https://doi.org/10.1145/2124295.2124306

Fawcett, S.E., Waller, M.A., 2014. Supply Chain Game Changers—Mega, Nano, and Virtual Trends—And Forces That Impede Supply Chain Design (i.e., Building a Winning Team). J. Bus. Logist. 35, 157–164. https://doi.org/10.1111/jbl.12058

Fernando, Y., Chiappetta Jabbour, C.J., Wah, W.X., 2019. Pursuing green growth in technology firms through the connections between environmental innovation and sustainable business performance: Does service capability matter? Resour. Conserv. Recycl. 141, 8–20. https://doi.org/10.1016/j.resconrec.2018.09.031

Fichter, K., Tiemann, I., 2020. Impacts of promoting sustainable entrepreneurship in generic business plan competitions. J. Clean. Prod. 267, 122076. https://doi.org/10.1016/j.jclepro.2020.122076

Fourie, I., 2012. Content analysis as a means of exploring research opportunities from a conference programme. Health Inf. Libr. J. 29, 197–213. https://doi.org/10.1111/j.1471-1842.2012.00985.x

Franco, M.A., 2019. A system dynamics approach to product design and business model strategies for the circular economy. J. Clean. Prod. 241, 118327. https://doi.org/10.1016/j.jclepro.2019.118327

Gao, P., Li, J., 2020. Understanding sustainable business model: A framework and a case study of the bike-sharing industry. J. Clean. Prod. 267, 122229. https://doi.org/10.1016/j.jclepro.2020.122229

Ghisellini, P., Cialani, C., Ulgiati, S., 2016. A review on circular economy: the expected transition to a balanced interplay of environmental and economic systems. J. Clean. Prod., Towards Post Fossil Carbon Societies: Regenerative and Preventative Eco-Industrial Development 114, 11–32. https://doi.org/10.1016/j.jclepro.2015.09.007

Gil-Gomez, H., Guerola-Navarro, V., Oltra-Badenes, R., Lozano-Quilis, J.A., 2020. Customer relationship management: digital transformation and sustainable business model innovation. Econ. Res.-Ekon. Istraz. 33, 2733–2750. https://doi.org/10.1080/1331677X.2019.1676283

Gladwin, T.N., Kennelly, J.J., Krause, T.-S., 1995. Shifting Paradigms for Sustainable Development: Implications for Management Theory and Research. Acad. Manage. Rev. 20, 874–907. https://doi.org/10.5465/amr.1995.9512280024

Glasbergen, P., 1998. Co-operative Environmental Governance: Public-Private Agreements as a Policy Strategy. Springer Science & Business Media.

Godelnik, R., van der Meer, J., 2019. Sustainable Business Models in an Entrepreneurial Environment, in: Aagaard, A. (Ed.), Sustainable Business Models: Innovation, Implementation and Success, Palgrave Studies in Sustainable Business In Association with Future Earth. Springer International Publishing, Cham, pp. 239–276. https://doi.org/10.1007/978-3-319-93275-0_9

Goetz, K.S., 2010. Encouraging sustainable business practices using incentives: a practitioner’s view. Manag. Res. Rev. 33, 1042–1053. https://doi.org/10.1108/01409171011085886

Gu, M., Li, X., Cao, Y., 2014. Optical storage arrays: a perspective for future big data storage. Light Sci. Appl. 3, e177–e177. https://doi.org/10.1038/lsa.2014.58

Guerci, M., Pedrini, M., 2014. The consensus between Italian HR and sustainability managers on HR management for sustainability-driven change – towards a ‘strong’ HR management system. Int. J. Hum. Resour. Manag. 25, 1787–1814. https://doi.org/10.1080/09585192.2013.860388

Gupta, M., George, J.F., 2016. Toward the development of a big data analytics capability. Inf. Manage., Big Data Commerce 53, 1049–1064. https://doi.org/10.1016/j.im.2016.07.004

Guthrie, J., Parker, L.D., 1989. Corporate Social Reporting: A Rebuttal of Legitimacy Theory. Account. Bus. Res. 19, 343–352. https://doi.org/10.1080/00014788.1989.9728863

Hart, S.L., 1997. Beyond greening: strategies for a sustainable world. Harv. Bus. Rev. 75, 66–77.

Hartman, C.L., Hofman, P.S., Stafford, E.R., 1999. Partnerships: a path to sustainability. Bus. Strategy Environ. 8, 255–266. https://doi.org/10.1002/(SICI)1099-0836(199909/10)8:5<255::AID-BSE214>3.0.CO;2-O

Hasan, M., Orgun, M.A., Schwitter, R., 2019. Real-time event detection from the Twitter data stream using the TwitterNews+ Framework. Inf. Process. Manag. 56, 1146–1165. https://doi.org/10.1016/j.ipm.2018.03.001

Haseeb, M., Hussain, H.I., Kot, S., Androniceanu, A., Jermsittiparsert, K., 2019a. Role of social and technological challenges in achieving a sustainable competitive advantage and sustainable business performance. Sustain. Switz. 11. https://doi.org/10.3390/su11143811

Haseeb, M., Hussain, H.I., ?lusarczyk, B., Jermsittiparsert, K., 2019b. Industry 4.0: A solution towards technology challenges of sustainable business performance. Soc. Sci. 8. https://doi.org/10.3390/socsci8050154

He, Q., Chang, K., Lim, E.-P., 2007. Analyzing feature trajectories for event detection, in: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR ’07. Association for Computing Machinery, New York, NY, USA, pp. 207–214. https://doi.org/10.1145/1277741.1277779

Hefner, D., Rinke, E.M., Schneider, F.M., 2017. The POPC Citizen: Political Information in the Fourth Age of Political Communication, in: Vorderer, P., Hefner, D., Reinecke, L., Klimmt, C. (Eds.), Permanently Online, Permanently Connected: Living and Communicating in a POPC World. Routledge, Abingdon, Oxon, UK, pp. 199–207.

Herrera, J., de las Heras-Rosas, C., 2020. Corporate Social Responsibility and Human Resource Management: Towards Sustainable Business Organizations. Sustainability 12, 841. https://doi.org/10.3390/su12030841

Hofmann, T., 1999. Probabilistic latent semantic indexing, in: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR ’99. Association for Computing Machinery, New York, NY, USA, pp. 50–57. https://doi.org/10.1145/312624.312649

Høgevold, N.M., 2011. A corporate effort towards a sustainable business model: A case study from the Norwegian furniture industry. Eur. Bus. Rev. 23, 392–400. https://doi.org/10.1108/09555341111145771

Høgevold, N.M., Svensson, G., 2012. A business sustainability model: a European case study. J. Bus. Ind. Mark. 27, 142–151. https://doi.org/10.1108/08858621211197001

Holland, L., Williams, B., 1999. Accounting for sustainable management. J. Appl. Account. Res. 5, 112–138. https://doi.org/10.1108/96754269980000786

Huang, Z., Epps, J., Joachim, D., 2019. Speech Landmark Bigrams for Depression Detection from Naturalistic Smartphone Speech, in: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Presented at the ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5856–5860. https://doi.org/10.1109/ICASSP.2019.8682916

Itani, O.S., Krush, M.T., Agnihotri, R., Trainor, K.J., 2020. Social media and customer relationship management technologies: Influencing buyer-seller information exchanges. Ind. Mark. Manag. 90, 264–275. https://doi.org/10.1016/j.indmarman.2020.07.015

Jelodar, H., Wang, Y., Yuan, C., Feng, X., Jiang, X., Li, Y., Zhao, L., 2019. Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey. Multimed. Tools Appl. 78, 15169–15211. https://doi.org/10.1007/s11042-018-6894-4

Ji-fan Ren, S., Fosso Wamba, S., Akter, S., Dubey, R., Childe, S.J., 2017. Modelling quality dynamics on business value and firm performance in big data analytics environment.

Johnson, D.B., 1998. Green businesses: Perspectives from management and business ethics. Soc. Nat. Resour. 11, 259–266. https://doi.org/10.1080/08941929809381078

Johnston, A.R., Lewis, K.A., 1995. Effectiveness of environmental performance measures in ensuring sustainable development: The water and agricultural industries highlighted. Sustain. Dev. 3, 140–148. https://doi.org/10.1002/sd.3460030305

Joss, S., 2015. Eco-cities and Sustainable Urbanism, in: Wright James, D. (Ed.), International Encyclopedia of the Social & Behavioral Sciences, 2nd Edition, Vol 6. Elsevier, Oxford, pp. 829–837.

Le Tellier, M., Berrah, L., Stutz, B., Audy, J.F., Barnabé, S., 2019. Towards sustainable business parks: A literature review and a systemic model. J. Clean. Prod. 216, 129–138. https://doi.org/10.1016/j.jclepro.2019.01.145

Lee, D.D., Seung, H.S., 1999. Learning the parts of objects by non-negative matrix factorization. Nature 401, 788–791. https://doi.org/10.1038/44565

Leisen, R., Steffen, B., Weber, C., 2019. Regulatory risk and the resilience of new sustainable business models in the energy sector. J. Clean. Prod. 219, 865–878. https://doi.org/10.1016/j.jclepro.2019.01.330

Lemus-Aguilar, I., Morales-Alonso, G., Ramirez-Portilla, A., Hidalgo, A., 2019. Sustainable business models through the lens of organizational design: A systematic literature review. Sustain. Switz. 11. https://doi.org/10.3390/su11195379

LESSEM, R., 1983. The New World of Business. Ind. Commer. Train. 15, 145–149. https://doi.org/10.1108/eb003942

Li, G., Zheng, H., Sethi, S.P., Guan, X., 2020. Inducing Downstream Information Sharing via Manufacturer Information Acquisition and Retailer Subsidy. Decis. Sci. 51, 691–719. https://doi.org/10.1111/deci.12340

Linstead, E., Rigor, P., Bajracharya, S., Lopes, C., Baldi, P., 2007. Mining concepts from code with probabilistic topic models, in: Proceedings of the Twenty-Second IEEE/ACM International Conference on Automated Software Engineering, ASE ’07. Association for Computing Machinery, New York, NY, USA, pp. 461–464. https://doi.org/10.1145/1321631.1321709

Liu, Y., Wang, J., Jiang, Y., 2016. PT-LDA: A latent variable model to predict personality traits of social network users. Neurocomputing, SI:Behavior Analysis In SN 210, 155–163. https://doi.org/10.1016/j.neucom.2015.10.144

Lorange, P., 1996. Strategic planning for rapid profitable growth. Strategy Leadersh. 24, 42–48. https://doi.org/10.1108/eb054557

Lüdeke-Freund, F., 2020. Sustainable entrepreneurship, innovation, and business models: Integrative framework and propositions for future research. Bus. Strategy Environ. 29, 665–681. https://doi.org/10.1002/bse.2396

Lüdeke-Freund, F., Bohnsack, R., Breuer, H., Massa, L., 2019. Research on Sustainable Business Model Patterns: Status quo, Methodological Issues, and a Research Agenda, in: Aagaard, A. (Ed.), Sustainable Business Models: Innovation, Implementation and Success, Palgrave Studies in Sustainable Business In Association with Future Earth. Springer International Publishing, Cham, pp. 25–60. https://doi.org/10.1007/978-3-319-93275-0_2

Lüdeke-Freund, F., Carroux, S., Joyce, A., Massa, L., Breuer, H., 2018. The sustainable business model pattern taxonomy—45 patterns to support sustainability-oriented business model innovation. Sustain. Prod. Consum. 15, 145–162. https://doi.org/10.1016/j.spc.2018.06.004

Lynch, C., 2008. How do your data grow? Nature 455, 28–29. https://doi.org/10.1038/455028a

Manning, B., Braam, G., Reimsbach, D., 2019. Corporate governance and sustainable business conduct—Effects of board monitoring effectiveness and stakeholder engagement on corporate sustainability performance and disclosure choices. Corp. Soc. Responsib. Environ. Manag. 26, 351–366. https://doi.org/10.1002/csr.1687

Matinaro, V., Liu, Y., Lee, T.R. (Jiun S., Poesche, J., 2019. Extracting key factors for sustainable development of enterprises: Case study of SMEs in Taiwan. J. Clean. Prod. 209, 1152–1169. https://doi.org/10.1016/j.jclepro.2018.10.280

Matos, F., Vairinhos, V., Salavisa, I., Edvinsson, L., 2020. Knowledge, People, and Digital Transformation. Springer Nature, Switzerland.

Milbrath, L.W., Fisher, B.V., 1984. Environmentalists: Vanguard for a New Society. SUNY Press.

Morioka, S.N., Evans, S., Carvalho, M.M. de, 2016. Sustainable Business Model Innovation: Exploring Evidences in Sustainability Reporting. Procedia CIRP, 13th Global Conference on Sustainable Manufacturing – Decoupling Growth from Resource Use 40, 659–667. https://doi.org/10.1016/j.procir.2016.01.151

Nakajima, R., Midorikawa, N., 2020. Topic extraction to provide an overview of research activities: The case of the high-temperature superconductor and simulation and modelling. J. Inf. Sci. 0165551520920794. https://doi.org/10.1177/0165551520920794

Nicholson, M., 1981. Industry and environment. Environmentalist 1, 183–185. https://doi.org/10.1007/BF02233108

Nosratabadi, S., Mosavi, A., Shamshirband, S., Zavadskas, E.K., Rakotonirainy, A., Chau, K.W., 2019. Sustainable business models: A review. Sustain. Switz. 11, 1–30. https://doi.org/10.3390/su11061663

Nosratabadi, S., Pinter, G., Mosavi, A., Semperger, S., 2020. Sustainable banking; Evaluation of the European business models. Sustain. Switz. 12. https://doi.org/10.3390/su12062314

ola Ulvenblad, Per, Ulvenblad, Pia, Tell, J., 2019. An overview of sustainable business models for innovation in Swedish agri-food production. J. Integr. Environ. Sci. 16, 1–22. https://doi.org/10.1080/1943815X.2018.1554590

Olsen, M.E., Lodwick, D.G., Dunlap, R.E., 1992. Viewing the World Ecologically (Boulder, CO. Westview Press.

Ordonez-Ponce, E., Clarke, A.C., Colbert, B.A., 2020. Collaborative Sustainable Business Models: Understanding Organizations Partnering for Community Sustainability. Bus. Soc. https://doi.org/10.1177/0007650320940241

Osterwalder, A., Pigneur, Y., 2010. Business Model Generation: A Handbook for Visionaries, Game Changers, and Challengers. John Wiley & Sons.

Ozaydin, B., Zengul, F., Oner, N., Delen, D., 2017. Text-mining analysis of mHealth research. mHealth 3. https://doi.org/10.21037/mhealth.2017.12.02

Pacheco, D.A. de J., ten Caten, C.S., Jung, C.F., Ribeiro, J.L.D., Navas, H.V.G., Cruz-Machado, V.A., 2017. Eco-innovation determinants in manufacturing SMEs: Systematic review and research directions. J. Clean. Prod. 142, 2277–2287. https://doi.org/10.1016/j.jclepro.2016.11.049

Park, Y., Alam, Md.H., Ryu, W.-J., Lee, S., 2015. BL-LDA: Bringing Bigram to Supervised Topic Model, in: 2015 International Conference on Computational Science and Computational Intelligence (CSCI). Presented at the 2015 International Conference on Computational Science and Computational Intelligence (CSCI), pp. 83–88. https://doi.org/10.1109/CSCI.2015.146

Peralta, A., Carrillo-Hermosilla, J., Crecente, F., 2019. Sustainable business model innovation and acceptance of its practices among Spanish entrepreneurs. Corp. Soc. Responsib. Environ. Manag. 26, 1119–1134. https://doi.org/10.1002/csr.1790

Raguseo, E., 2018. Big data technologies: An empirical investigation on their adoption, benefits and risks for companies. Int. J. Inf. Manag. 38, 187–195. https://doi.org/10.1016/j.ijinfomgt.2017.07.008

Rajiani, I., Pyp?acz, P., 2018. National culture as modality in managing the carbon economy in Southeast Asia. Pol. J. Manag. Stud. Vol. 18, No. 1. https://doi.org/10.17512/pjms.2018.18.1.22

Ram, S., Gupta, S., Agarwal, B., 2018. Devanagri character recognition model using deep convolution neural network. J. Stat. Manag. Syst. 21, 593–599. https://doi.org/10.1080/09720510.2018.1471264

Raut, R.D., Mangla, S.K., Narwane, V.S., Gardas, B.B., Priyadarshinee, P., Narkhede, B.E., 2019. Linking big data analytics and operational sustainability practices for sustainable business management. J. Clean. Prod. 224, 10–24. https://doi.org/10.1016/j.jclepro.2019.03.181

Remane, G., Hanelt, A., Tesch, J.F., Kolbe, L.M., 2016. The business model pattern database — a tool for systematic business model innovation. Int. J. Innov. Manag. 21, 1750004. https://doi.org/10.1142/S1363919617500049

Ren, S., Jackson, S.E., 2020. HRM institutional entrepreneurship for sustainable business organizations. Hum. Resour. Manag. Rev. 30, 100691. https://doi.org/10.1016/j.hrmr.2019.100691

Rezaee, Z., 2016. Business sustainability research: A theoretical and integrated perspective. J. Account. Lit. 36, 48–64. https://doi.org/10.1016/j.acclit.2016.05.003

Sacha, D., Zhang, L., Sedlmair, M., Lee, J.A., Peltonen, J., Weiskopf, D., North, S.C., Keim, D.A., 2017. Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis. IEEE Trans. Vis. Comput. Graph. 23, 241–250. https://doi.org/10.1109/TVCG.2016.2598495

Schaltegger, S., Hansen, E.G., Lüdeke-Freund, F., 2016a. Business Models for Sustainability: Origins, Present Research, and Future Avenues. Organ. Environ. 29, 3–10. https://doi.org/10.1177/1086026615599806

Schaltegger, S., Lüdeke-Freund, F., Hansen, E.G., 2016b. Business Models for Sustainability: A Co-Evolutionary Analysis of Sustainable Entrepreneurship, Innovation, and Transformation. Organ. Environ. 29, 264–289. https://doi.org/10.1177/1086026616633272

Schmitt, J.B., Debbelt, C.A., Schneider, F.M., 2018. Too much information? Predictors of information overload in the context of online news exposure. Inf. Commun. Soc. 21, 1151–1167. https://doi.org/10.1080/1369118X.2017.1305427

Schwartz, H.A., Eichstaedt, J.C., Kern, M.L., Dziurzynski, L., Ramones, S.M., Agrawal, M., Shah, A., Kosinski, M., Stillwell, D., Seligman, M.E.P., Ungar, L.H., 2013. Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach. PLOS ONE 8, e73791. https://doi.org/10.1371/journal.pone.0073791

Seth, S., Agarwal, B., 2018. A hybrid deep learning model for detecting diabetic retinopathy. J. Stat. Manag. Syst. 21, 569–574. https://doi.org/10.1080/09720510.2018.1466965

Shakeel, J., Mardani, A., Chofreh, A.G., Goni, F.A., Klemeš, J.J., 2020. Anatomy of sustainable business model innovation. J. Clean. Prod. 261. https://doi.org/10.1016/j.jclepro.2020.121201

Shen, L., Zhang, Z., Zhang, X., Yan, H., He, B., 2017. Measuring incoordination-adjusted sustainability performance during the urbanization process: Spatial-dimensional perspectives. J. Clean. Prod. 143, 731–743. https://doi.org/10.1016/j.jclepro.2016.12.050

Silvestre, B.S., 2015. A hard nut to crack! Implementing supply chain sustainability in an emerging economy. J. Clean. Prod., Integrating Cleaner Production into Sustainability Strategies 96, 171–181. https://doi.org/10.1016/j.jclepro.2014.01.009

Sivarajah, U., Kamal, M.M., Irani, Z., Weerakkody, V., 2017. Critical analysis of Big Data challenges and analytical methods. J. Bus. Res. 70, 263–286. https://doi.org/10.1016/j.jbusres.2016.08.001

Slawinski, N., Bansal, P., 2010. Short on time: Managing the time paradox in business sustainability, in: Academy of Management Best Papers Proceedings. pp. 53–80.

Song, M., Fisher, R., Kwoh, Y., 2019. Technological challenges of green innovation and sustainable resource management with large scale data. Technol. Forecast. Soc. Change 144, 361–368. https://doi.org/10.1016/j.techfore.2018.07.055

Song, M., Peng, J., Wang, J., Zhao, J., 2018. Environmental efficiency and economic growth of China: A Ray slack-based model analysis. Eur. J. Oper. Res. 269, 51–63. https://doi.org/10.1016/j.ejor.2017.03.073

Sousa Filho, J.M. de, Wanderley, L.S.O., Gómez, C.P., Farache, F., 2010. Strategic corporate social responsibility management for competitive advantage. BAR - Braz. Adm. Rev. 7, 294–309. https://doi.org/10.1590/S1807-76922010000300006

Stafford, K., Duncan, K.A., Dane, S., Winter, M., 1999. A Research Model of Sustainable Family Businesses. Fam. Bus. Rev. 12, 197–208. https://doi.org/10.1111/j.1741-6248.1999.00197.x

Stilo, G., Velardi, P., 2016. Efficient temporal mining of micro-blog texts and its application to event discovery. Data Min. Knowl. Discov. 30, 372–402. https://doi.org/10.1007/s10618-015-0412-3

Sudusinghe, J.I., Seuring, S., 2020. Social sustainability empowering the economic sustainability in the global apparel supply chain. Sustain. Switz. 12, 1–18. https://doi.org/10.3390/su12072595

Sun, S., Luo, C., Chen, J., 2017. A review of natural language processing techniques for opinion mining systems. Inf. Fusion 36, 10–25. https://doi.org/10.1016/j.inffus.2016.10.004

Teece, D.J., 2010. Business Models, Business Strategy and Innovation. Long Range Plann., Business Models 43, 172–194. https://doi.org/10.1016/j.lrp.2009.07.003

Ten Brink, P., Pollard, V., Medhurst, J., 1998. Environmental Agreements: Environmental Effectiveness and Potential for Future Use.

Tilling, M.V., 2004. Refinements in legitimacy theory in social and environmental accounting. School of Commerce, Flinders University.

Tura, N., Keränen, J., Patala, S., 2019. The darker side of sustainability: Tensions from sustainable business practices in business networks. Ind. Mark. Manag. 77, 221–231. https://doi.org/10.1016/j.indmarman.2018.09.002

Ukko, J., Nasiri, M., Saunila, M., Rantala, T., 2019. Sustainability strategy as a moderator in the relationship between digital business strategy and financial performance. J. Clean. Prod. 236, 117626. https://doi.org/10.1016/j.jclepro.2019.117626

Utz, S., Schultz, F., Glocka, S., 2013. Crisis communication online: How medium, crisis type and emotions affected public reactions in the Fukushima Daiichi nuclear disaster. Public Relat. Rev. 39, 40–46. https://doi.org/10.1016/j.pubrev.2012.09.010

van Marrewijk, M., 2003. Concepts and Definitions of CSR and Corporate Sustainability: Between Agency and Communion. J. Bus. Ethics 44, 95–105. https://doi.org/10.1023/A:1023331212247

Veronica, S., Alexeis, G.P., Valentina, C., Elisa, G., 2020. Do stakeholder capabilities promote sustainable business innovation in small and medium-sized enterprises? Evidence from Italy. J. Bus. Res. 119, 131–141. https://doi.org/10.1016/j.jbusres.2019.06.025

Viciunaite, V., Alfnes, F., 2020. Informing sustainable business models with a consumer preference perspective. J. Clean. Prod. 242. https://doi.org/10.1016/j.jclepro.2019.118417

Wallach, H.M., 2006. Topic modeling: beyond bag-of-words, in: Proceedings of the 23rd International Conference on Machine Learning, ICML ’06. Association for Computing Machinery, New York, NY, USA, pp. 977–984. https://doi.org/10.1145/1143844.1143967

Weissbrod, I., Bocken, N.M.P., 2017. Developing sustainable business experimentation capability – A case study. J. Clean. Prod. 142, 2663–2676. https://doi.org/10.1016/j.jclepro.2016.11.009

Williams, A., Whiteman, G., Kennedy, S., 2021. Cross-Scale Systemic Resilience: Implications for Organization Studies. Bus. Soc. 60, 95–124. https://doi.org/10.1177/0007650319825870

Wilson, T.D., 1997. Information behaviour: An interdisciplinary perspective. Inf. Process. Manag. 33, 551–572. https://doi.org/10.1016/S0306-4573(97)00028-9

Wu, Q., Zhang, C., Hong, Q., Chen, L., 2014. Topic evolution based on LDA and HMM and its application in stem cell research. J. Inf. Sci. 40, 611–620. https://doi.org/10.1177/0165551514540565

Xu, L.D., Duan, L., 2019. Big data for cyber physical systems in industry 4.0: a survey. Enterp. Inf. Syst. 13, 148–169. https://doi.org/10.1080/17517575.2018.1442934

Xu, Z., Liu, Y., Xuan, J., Chen, H., Mei, L., 2017. Crowdsourcing based social media data analysis of urban emergency events. Multimed. Tools Appl. 76, 11567–11584. https://doi.org/10.1007/s11042-015-2731-1

Xue, J., Chen, J., Chen, C., Zheng, C., Li, S., Zhu, T., 2020. Public discourse and sentiment during the COVID 19 pandemic: Using Latent Dirichlet Allocation for topic modeling on Twitter. PLOS ONE 15, e0239441. https://doi.org/10.1371/journal.pone.0239441

Zhao, X., Zhan, M., Jie, C., 2018. Examining multiplicity and dynamics of publics’ crisis narratives with large-scale Twitter data. Public Relat. Rev. 44, 619–632. https://doi.org/10.1016/j.pubrev.2018.07.004

Published

2021-06-10

Versions

Section

Preprints