The Ontology of Work during Pandemic Lockdown: A Semantic Network Analytical Approach
Abstract
:1. Introduction
Literature Review
2. Materials and Methods
2.1. Participants
2.2. Ethics
2.3. Procedures
2.3.1. Data Collection Platform
2.3.2. Transparency and Openness
3. Results
3.1. Semantic Network
3.2. Time
3.3. Meeting
3.4. Writing
3.5. Colleagues
3.6. Task
3.7. Office
4. Discussion
5. Conclusions
Future Outlook
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Toffler, A.; Alvin, T. The Third Wave; Bantam Books: New York, NY, USA, 1980; Volume 484. [Google Scholar]
- World Health Organization. WHO Director-General’s Opening Remarks at the Media Briefing on COVID-19; World Health Organization: Geneva, Switzerland, 2020. [Google Scholar]
- Berman, J.D.; Ebisu, K. Changes in U.S. air pollution during the COVID-19 pandemic. Sci. Total Environ. 2020, 739, 139864. [Google Scholar] [CrossRef] [PubMed]
- Office for National Statistics. Business and Individual Attitudes Towards the Future of Homeworking, UK: April to May 2021. Available online: https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/articles/businessandindividualattitudestowardsthefutureofhomeworkinguk/apriltomay2021/pdf (accessed on 1 December 2021).
- Statistics on Remote Workers That Will Surprise You. Apollo Technical LLC. 2022. Available online: https://www.apollotechnical.com/statistics-on-remote-workers/ (accessed on 1 January 2020).
- Abell, S. How Britain Really Works: Understanding the Ideas and Institutions of a Nation; John Murray: London, UK, 2018. [Google Scholar]
- Andersen, T.B.; Bentzen, J.S.; Dalgaard, C.-J.L.; Sharp, P.R. Pre-Reformation Roots of the Protestant Ethic. Econ. J. 2017, 127, 1756–1793. [Google Scholar] [CrossRef]
- Hofstede, G. Culture's Consequences: International Differences in Work-Related Values; Sage: London, UK, 1984; Volume 5. [Google Scholar]
- Schroll-Machl, S. Doing Business with Germans: Their Perception, Our Perception; Vandenhoeck Ruprecht: Gottingen, Germany, 2016. [Google Scholar]
- Weber, M. The Protestant Ethic and the Spirit of Capitalism; Allen Unwin: London, UK, 1976. [Google Scholar]
- Chang, Y.; Chien, C.; Shen, L.-F. Telecommuting during the coronavirus pandemic: Future time orientation as a mediator between proactive coping and perceived work productivity in two cultural samples. Pers. Individ. Differ. 2021, 171, 110508. [Google Scholar] [CrossRef] [PubMed]
- Galanti, T.; Guidetti, G.; Mazzei, E.; Zappalà, S.; Toscano, F. Work From Home During the COVID-19 Outbreak. J. Occup. Environ. Med. 2021, 63, e426–e432. [Google Scholar] [CrossRef] [PubMed]
- Morikawa, M. The COVID-19 Pandemic and Productivity of Working from Home: Panel Data Analysis (Japanese); Research Institute of Economy, Trade and Industry (RIETI): Tokyo, Japan, 2021. [Google Scholar]
- Organization for Economic Cooperation and Development (OECD, 2020). Productivity Gains from Teleworking in the Post COVID-19 Era: How Can Public Policies Make It Happen? Available online: https://www.oecd.org/coronavirus/policy-responses/productivity-gains-from-teleworking-in-the-post-covid-19-era-a5d52e99/ (accessed on 1 January 2021).
- Rothbard, N.P.; Beetz, A.M.; Harari, D. Balancing the scales: A configurational approach to work-life balance. Ann. Rev. Organ. Psychol. Organ. Behav. 2021, 8, 73–103. [Google Scholar] [CrossRef]
- Fisher, K.; Fisher, M. The Distance Manager: A Hands on Guide to Managing Off-Site Employees and Virtual Teams; McGraw-Hill Professional: London, UK, 2000. [Google Scholar]
- Niles, J.M.; Carlson, F.R.; Gray, P.; Hanneman, G.G. The Telecommunications-Transportation Tradeoff; John Willey: Hoboken, NJ, USA, 1976; Volime 88, pp. 10–5555. [Google Scholar]
- Bailey, D.E.; Kurland, N.B. A review of telework research: Findings, new directions, and lessons for the study of modern work. J. Organ. Behav. 2002, 23, 383–400. [Google Scholar] [CrossRef]
- Choudhury, P.; Foroughi, C.; Larson, B. Work-from-anywhere: The productivity effects of geographic flexibility. Strateg. Manag. J. 2021, 42, 655–683. [Google Scholar] [CrossRef]
- Grant, C.A.; Wallace, L.M.; Spurgeon, P.C. An exploration of the psychological factors affecting remote e-worker’s job effectiveness, well-being and work-life balance. Empl. Relat. 2013, 35, 527–546. [Google Scholar] [CrossRef]
- Ipsen, C.; van Veldhoven, M.; Kirchner, K.; Hansen, J.P. Six Key Advantages and Disadvantages of Working from Home in Europe during COVID-19. Int. J. Environ. Res. Public Health 2021, 18, 1826. [Google Scholar] [CrossRef]
- Kirk, J.; Belovics, R. Counseling would-be entrepreneurs. J. Employ. Couns. 2006, 43, 50–61. [Google Scholar] [CrossRef]
- Madsen, S.R. The Benefits, Challenges, and Implications of Teleworking: A Literature Review. Cult. Relig. Rev. J. 2011, 2011, 148–158. [Google Scholar]
- Moon, C.; Stanworth, S. Flexible working in Europe. The case of teleworking in the UK. Quad. Psicol. Lav. 1997, 5, 337–344. [Google Scholar]
- Nilles, J. Telecommunications and Organizational Decentralization. IEEE Trans. Commun. 1975, 23, 1142–1147. [Google Scholar] [CrossRef] [Green Version]
- Nilles, J.M. Telework: Enabling distributed organizations: Implications for IT managers. Inform. Syst. Manag. 1997, 14, 7–14. [Google Scholar] [CrossRef]
- Sørensen, C. Enterprise Mobility: Tiny Technology with Global Impact on Work; Springer: Berlin/Heidelberg, Germany, 2011. [Google Scholar]
- De Macêdo, T.A.M.; Cabral, E.L.d.S.; Silva Castro, W.R.; de Souza Junior, C.C.; da Costa Junior, J.F.; Pedrosa, F.M.; da Silva, A.B.; de Medeiros, V.R.F.; de Souza, R.P.; Cabral, M.A.L.; et al. Ergonomics and telework: A systematic review. Work 2020, 66, 777–788. [Google Scholar] [CrossRef] [PubMed]
- Imperatori, B. Engagement and disengagement at work: What’s new. In Engagement and Disengagement at Work; Springer: Cham, Switzerland, 2017; pp. 5–18. [Google Scholar]
- Baruch, Y.; Nicholson, N. Home, Sweet Work: Requirements for Effective Home Working. J. Gen. Manag. 1997, 23, 15–30. [Google Scholar] [CrossRef]
- Belzunegui-Eraso, A.; Erro-Garcés, A. Teleworking in the Context of the COVID-19 Crisis. Sustainability 2020, 12, 3662. [Google Scholar] [CrossRef]
- Golden, T.D.; Veiga, J.F. The impact of superior–subordinate relationships on the commitment, job satisfaction, and performance of virtual workers. Leadersh. Q. 2008, 19, 77–88. [Google Scholar] [CrossRef]
- Nakrošienė, A.; Bučiūnienė, I.; Goštautaitė, B. Working from home: Characteristics and outcomes of telework. Int. J. Manpow. 2019, 40, 87–101. [Google Scholar] [CrossRef]
- Schriber, J.B.; Gutek, B.A. Some time dimensions of work: Measurement of an underlying aspect of organization culture. J. Appl. Psychol. 1987, 72, 642–650. [Google Scholar] [CrossRef]
- Kelliher, C.; Anderson, D. Doing more with less? Flexible working practices and the intensification of work. Hum. Relations 2009, 63, 83–106. [Google Scholar] [CrossRef]
- Gajendran, R.S.; Harrison, D.A.; Delaney-Klinger, K. Are telecommuters remotely good citizens? Unpacking telecommuting's effects on performance via i-deals and job resources. Pers. Psychol. 2015, 68, 353–393. [Google Scholar] [CrossRef]
- Anderson, A.J.; Kaplan, S.A.; Vega, R.P. The impact of telework on emotional experience: When, and for whom, does telework improve daily affective well-being? Eur. J. Work Organ. Psychol. 2015, 24, 882–897. [Google Scholar] [CrossRef]
- Biron, M.; Van Veldhoven, M. When control becomes a liability rather than an asset: Comparing home and office days among part-time teleworkers. J. Organ. Behav. 2016, 37, 1317–1337. [Google Scholar] [CrossRef]
- Bélanger, F.; Watson-Manheim, M.B.; Swan, B.R. A multi-level socio-technical systems telecommuting framework. Behav. Inf. Technol. 2013, 32, 1257–1279. [Google Scholar] [CrossRef]
- Alon, T.; Doepke, M.; Olmstead-Rumsey, J.; Tertilt, M. This Time it's Different: The Role of Women's Employment in a Pandemic Recession (No. w27660); National Bureau of Economic Research: Cambridge, MA, USA, 2020. [Google Scholar]
- Repper, J.; Eve, J. Embedding coproduction in organisational culture and practice: A case study. Leadersh. Health Serv. 2022. ahead-of-print. [Google Scholar] [CrossRef]
- Leclercq-Vandelannoitte, A. Leaving employees to their own devices: New practices in the workplace. J. Bus. Strat. 2015, 36, 18–24. [Google Scholar] [CrossRef]
- Wang, B.; Schlagwein, D.; Cecez-Kecmanovic, D.; Cahalane, M.C. Digital work and high-tech wanderers: Three theoretical framings and a research agenda for digital nomadism. In Proceedings of the Australasian Conference on Information Systems, Sydney, Australia, 3–5 December 2018; pp. 1–12. Available online: https://aisel.aisnet.org/acis2018/55 (accessed on 1 January 2020).
- Durward, D.; Blohm, I.; Leimeister, J.M. Crowd work. Bus. Inform. Syst. Eng. 2016, 58, 281–286. [Google Scholar] [CrossRef]
- Holts, K. Towards a taxonomy of virtual work. Work Organ. Labour Glob. 2013, 7, 31–50. [Google Scholar]
- Müller, A. The digital nomad: Buzzword or research category? Transnatl. Soc. Rev. 2016, 6, 344–348. [Google Scholar] [CrossRef]
- Nash, C.; Jarrahi, M.H.; Sutherland, W.; Phillips, G. Digital nomads beyond the buzzword: Defining digital nomadic work and use of digital technologies. In Transforming Digital Worlds, Proceedings of the International Conference on Information, Sheffield, UK, 25–28 March 2018; Springer: Cham, Switzerland, 2018; pp. 207–217. [Google Scholar] [CrossRef]
- Orlikowski, W.J.; Scott, S.V. Digital work: A research agenda. In A Research Agenda for Management and Organization Studies; Czarniawska, B., Ed.; Edward Elgar Publishing: Northampton, MA, USA, 2016; pp. 88–96. Available online: http://hdl.handle.net/1721.1/108411 (accessed on 1 January 2020).
- Smith, A. The Wealth of Nations; Bibliomania.com Ltd.: Oxford, UK, 2002. Available online: https://lccn.loc.gov/2002564559 (accessed on 1 January 2020).
- Winter, S.; Berente, N.; Howison, J.; Butler, B. Beyond the organizational ‘container’: Conceptualizing 21st century sociotechnical work. Inf. Organ. 2014, 24, 250–269. [Google Scholar] [CrossRef]
- Arruñada, B. Protestants and Catholics: Similar Work Ethic, Different Social Ethic. Econ. J. 2010, 120, 890–918. [Google Scholar] [CrossRef]
- Yoon, S.-W.; Chung, S.W. Semantic Network Analysis of Legacy News Media Perception in South Korea: The Case of PyeongChang 2018. Sustainability 2018, 10, 4027. [Google Scholar] [CrossRef] [Green Version]
- Danowski, J.A.; Yan, B.; Riopelle, K. A semantic network approach to measuring sentiment. Qual. Quant. 2021, 55, 221–255. [Google Scholar] [CrossRef]
- Church, K.; Hanks, P. Word association norms, mutual information, and lexicography. Comput. Linguist. 1990, 16, 22–29. [Google Scholar]
- Danowski, J.A. WORDij: A word-pair approach to information retrieval. NIST Spec. Publ. 1993, 131–136. [Google Scholar]
- Bastian, M.; Heymann, S.; Jacomy, M. Gephi: An open source software for exploring and manipulating networks. In Proceedings of the International AAAI Conference on Web and Social Media, San Jose, CA, USA, 17–20 May 2009; Volume 3, pp. 361–362. [Google Scholar]
- Cheng, K.H.C. WFH_Pandemic. Harvard Dataverse. V1. 2022. Available online: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/BDI7C8 (accessed on 3 November 2022).
Country | CH | DE | UK | IT | Total | |
Frequency | 35 | 41 | 41 | 43 | 160 | |
Percentage (%) | 22 | 26 | 26 | 27 | 100 | |
Sex | Female | Male | ||||
Frequency | 90 | 68 | 158 | |||
percentage (%) | 57 | 43 | 100 | |||
Age groups | 18–24 | 25–54 | 55–64 | |||
Frequency | 49 | 104 | 7 | 160 | ||
percentage (%) | 31 | 65 | 4 | 100 |
Germany | Italy | UK | CH | |
---|---|---|---|---|
Average degree | 0.73 | 0.81 | 1.24 | 1.03 |
Average weighted degree | 2.85 | 3.31 | 5.74 | 4.06 |
Network diameter | 11 | 10 | 8 | 8 |
Graph density | 0.004 | 0.005 | 0.004 | 0.003 |
Modularity | 0.73 | 0.71 | 0.56 | 0.73 |
Average Clustering Coefficient | 0.57 | 0.50 | 0.57 | 0.46 |
Average Path Length | 4.15 | 3.86 | 3.23 | 3.50 |
Germany (DE) | Italy (IT) | ||||||
---|---|---|---|---|---|---|---|
Id | Label | Degree | Eigencentrality | Id | Label | Degree | Eigencentrality |
3 | writing | 21 | 1 | 12 | colleagues | 21 | 1 |
2 | meetings | 27 | 0.88 | 20 | time | 26 | 0.78 |
21 | time | 26 | 0.85 | 6 | office | 19 | 0.78 |
4 | reading | 10 | 0.53 | 17 | connection | 11 | 0.73 |
7 | data | 15 | 0.44 | 39 | clients | 15 | 0.6 |
138 | internet | 7 | 0.43 | 134 | meetings | 15 | 0.58 |
137 | searching | 6 | 0.42 | 33 | phone | 16 | 0.54 |
102 | online | 13 | 0.4 | 97 | direct | 9 | 0.52 |
136 | method | 5 | 0.38 | 8 | job | 7 | 0.45 |
131 | learning | 6 | 0.36 | 51 | talk | 7 | 0.43 |
82 | planning | 4 | 0.36 | 296 | Phone/video | 6 | 0.42 |
202 | reports | 4 | 0.35 | 14 | pc | 8 | 0.39 |
183 | thinking | 4 | 0.35 | 228 | communication | 4 | 0.32 |
139 | report | 4 | 0.32 | 222 | calls | 6 | 0.31 |
74 | people | 4 | 0.31 | 275 | lack | 4 | 0.3 |
44 | office | 8 | 0.3 | 145 | managers | 3 | 0.29 |
1 | zoom | 5 | 0.29 | 16 | internet | 5 | 0.28 |
201 | customer | 4 | 0.26 | 126 | video | 4 | 0.27 |
244 | issue | 4 | 0.26 | 72 | tasks | 6 | 0.27 |
180 | solutions | 6 | 0.26 | 2 | data | 7 | 0.27 |
11 | tasks | 5 | 0.26 | 291 | motivation | 4 | 0.25 |
193 | teaching | 6 | 0.24 | 292 | hurry | 4 | 0.25 |
227 | coding | 3 | 0.24 | 118 | life | 5 | 0.25 |
140 | writting | 4 | 0.24 | 223 | effective | 4 | 0.25 |
37 | emails | 4 | 0.23 | 57 | customers | 6 | 0.24 |
273 | care | 3 | 0.23 | 115 | spend | 3 | 0.24 |
154 | calls | 6 | 0.22 | 194 | materials | 3 | 0.23 |
153 | phone | 7 | 0.21 | 114 | space | 3 | 0.22 |
17 | contact | 4 | 0.21 | 286 | limit | 3 | 0.21 |
288 | managing | 2 | 0.2 | 96 | calling | 4 | 0.21 |
167 | researching | 2 | 0.2 | 130 | people | 5 | 0.2 |
135 | impact | 3 | 0.19 | 4 | emails | 6 | 0.2 |
113 | papers | 5 | 0.19 | 65 | day | 6 | 0.2 |
30 | hours | 2 | 0.19 | 3 | management | 5 | 0.19 |
194 | preparing | 2 | 0.18 | 293 | comparison | 3 | 0.19 |
48 | difficult | 6 | 0.18 | 71 | writing | 7 | 0.19 |
55 | spend | 4 | 0.17 | 62 | difficult | 5 | 0.19 |
172 | applicable | 2 | 0.17 | 24 | feel | 5 | 0.18 |
281 | application | 4 | 0.17 | 19 | family | 4 | 0.18 |
128 | reaserching | 1 | 0.15 | 314 | shipping | 3 | 0.18 |
141 | communicate | 3 | 0.14 | 101 | documents | 5 | 0.18 |
282 | impactful | 3 | 0.14 | 32 | client | 7 | 0.18 |
35 | analysis | 5 | 0.14 | 53 | relationship | 3 | 0.17 |
89 | documents | 5 | 0.14 | 31 | coworkers | 5 | 0.17 |
65 | person | 1 | 0.14 | 13 | hardware | 4 | 0.15 |
84 | projects | 2 | 0.14 | 120 | inserting | 3 | 0.15 |
92 | performance | 1 | 0.14 | 128 | hours | 3 | 0.15 |
124 | physical | 1 | 0.14 | 313 | sell | 3 | 0.14 |
133 | presentations | 1 | 0.14 | 52 | human | 2 | 0.14 |
228 | maintanance | 2 | 0.14 | 136 | presentations | 5 | 0.13 |
United Kingdom (UK) Switzerland (CH) | |||||||
Id | Label | Degree | Eigencentrality | Id | Label | Degree | Eigencentrality |
4 | meetings | 38 | 1.00 | 32 | office | 21 | 1.00 |
46 | emails | 14 | 0.60 | 51 | tasks | 11 | 0.70 |
6 | writing | 12 | 0.44 | 6 | time | 16 | 0.66 |
57 | calls | 13 | 0.42 | 101 | documents | 11 | 0.60 |
114 | answering | 7 | 0.41 | 105 | colleagues | 7 | 0.57 |
24 | planning | 9 | 0.39 | 13 | phone | 7 | 0.47 |
38 | time | 18 | 0.39 | 212 | ich | 14 | 0.45 |
251 | reports | 6 | 0.36 | 118 | contact | 6 | 0.42 |
5 | reading | 7 | 0.29 | 34 | meetings | 10 | 0.39 |
81 | phone | 6 | 0.24 | 282 | customer | 6 | 0.32 |
84 | colleagues | 6 | 0.23 | 48 | excel | 5 | 0.32 |
25 | team | 4 | 0.23 | 192 | personal | 5 | 0.31 |
73 | client | 6 | 0.22 | 234 | sehr | 8 | 0.30 |
274 | liaising | 3 | 0.21 | 46 | calls | 8 | 0.29 |
275 | collegues | 3 | 0.21 | 251 | gebe | 6 | 0.28 |
22 | researching | 3 | 0.21 | 60 | impact | 3 | 0.27 |
56 | training | 7 | 0.20 | 252 | hier | 6 | 0.27 |
29 | online | 3 | 0.20 | 244 | somit | 6 | 0.27 |
131 | zoom | 3 | 0.20 | 174 | lot | 5 | 0.26 |
215 | interaction | 4 | 0.18 | 88 | physical | 3 | 0.26 |
291 | staff | 4 | 0.18 | 47 | effective | 3 | 0.25 |
21 | family | 3 | 0.18 | 245 | gut | 8 | 0.24 |
52 | tasks | 3 | 0.17 | 253 | keine | 5 | 0.23 |
75 | presentations | 2 | 0.17 | 232 | das | 6 | 0.23 |
99 | video | 2 | 0.17 | 190 | writing | 6 | 0.23 |
130 | contacting | 3 | 0.17 | 104 | discussions | 5 | 0.23 |
134 | student | 3 | 0.16 | 225 | zu | 5 | 0.23 |
296 | adminfiling | 3 | 0.16 | 17 | people | 5 | 0.22 |
276 | collating | 4 | 0.16 | 22 | difficult | 3 | 0.21 |
112 | office | 8 | 0.15 | 39 | emails | 5 | 0.20 |
149 | issues | 2 | 0.15 | 254 | antwort | 4 | 0.19 |
235 | chatting | 2 | 0.15 | 304 | boss | 4 | 0.18 |
255 | scale | 2 | 0.15 | 198 | paper | 4 | 0.18 |
294 | department | 2 | 0.14 | 366 | lists | 3 | 0.17 |
48 | dealing | 9 | 0.13 | 367 | word | 3 | 0.17 |
44 | updating | 5 | 0.12 | 326 | skype | 5 | 0.17 |
2 | attending | 1 | 0.12 | 95 | answering | 4 | 0.17 |
70 | documents | 1 | 0.12 | 116 | life | 2 | 0.16 |
78 | sharing | 1 | 0.12 | 92 | clients | 4 | 0.16 |
108 | distractions | 1 | 0.12 | 345 | speaking | 4 | 0.16 |
218 | spreadsheets | 1 | 0.12 | 346 | planning | 4 | 0.16 |
253 | hosting | 1 | 0.12 | 1 | space | 1 | 0.16 |
260 | activity | 1 | 0.12 | 57 | task | 1 | 0.16 |
262 | brainstorming | 1 | 0.12 | 84 | days | 1 | 0.16 |
284 | records | 5 | 0.12 | 127 | noise | 1 | 0.16 |
72 | database | 6 | 0.10 | 131 | concentrate | 1 | 0.16 |
45 | stock | 6 | 0.10 | 148 | lunch | 1 | 0.16 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Cheng, K.H.C. The Ontology of Work during Pandemic Lockdown: A Semantic Network Analytical Approach. Merits 2022, 2, 427-444. https://doi.org/10.3390/merits2040030
Cheng KHC. The Ontology of Work during Pandemic Lockdown: A Semantic Network Analytical Approach. Merits. 2022; 2(4):427-444. https://doi.org/10.3390/merits2040030
Chicago/Turabian StyleCheng, Kevin H C. 2022. "The Ontology of Work during Pandemic Lockdown: A Semantic Network Analytical Approach" Merits 2, no. 4: 427-444. https://doi.org/10.3390/merits2040030
APA StyleCheng, K. H. C. (2022). The Ontology of Work during Pandemic Lockdown: A Semantic Network Analytical Approach. Merits, 2(4), 427-444. https://doi.org/10.3390/merits2040030