Business Models and Sustainability Plans in the FinTech, InsurTech, and PropTech Industry: Evidence from Spain
Abstract
:1. Introduction
2. Literature Review
3. Materials and Methods
3.1. Sample and Data
- The potential participants in the research were all members of AEFI.
- The technique used in this research was probabilistic sampling because all members of the population had the same probability of being selected.
- No segmentation has been applied in this research.
- The research was conducted during the second half of the year 2021, and it was necessary to submit the questionnaire several times to obtain a significant number of potential respondents.
- The questionnaires were administered by using the well-known platform Google Forms. To do this, the questionnaire was adapted to the internet in the following way:
- (a)
- It was concise.
- (b)
- It avoided duplicate questions.
- (c)
- All possible alternatives were included among the answers.
- (d)
- The time to answer the questionnaire was moderate.
- (e)
- It was easily accessible from an electronic device.
- The privacy of personal data was guaranteed.
- The obtained data were shared with AEFI.
3.2. Methodology
3.3. Variables
- Sustainable products and/or services for the consumer.
- Environmental, social, and good governance reports.
- Products related to environmental, social, and good governance criteria.
- Sustainable products and/or services for the company.
- Other.
- Portfolio management based on environmental, social, and good governance criteria.
- Development of new products or services for the consumer.
- Improve reputation.
- The development of new products or services.
- Others.
- : “Implementation of sustainability plans or sustainable measures” (corresponds to item #7). Its possible values are 0 (if the answer is “No”) and 1 (if the answer is “Yes”).
- : “Existence of a sustainability department in the company” (corresponds to item #9(d)). Its possible values are 0 (if the answer is “No”), 2 (if the answer is “Yes”), and 1 (if the answer is “Don’t know/No answer”).
- : “Relevance and implementation of the future European regulation” (corresponds to item #18). Its possible values are 0 (if the answer is “No level of relevance” or “Long term: more than 5 years”), 1 (if the answer is “A low level of relevance” or “Medium/high term: between 3 and 5 years”), 2 (if the answer is “A good level of relevance” or “Medium/low term: between 1 and 3 years”), and 3 (if the answer is “A high level of relevance” or “Short term: less than 1 year”).
- : “Perception about the regulation of the European Union on Sustainable Finance” (corresponds to item #19). Its possible values are 0 (if the answer is “It is an expense/cost”), 2 (if the answer is “It is an opportunity”), and 1 (if the answer is “Don’t know/No answer”).
- : “Identification of the business model (B2B or B2C) followed by the FinTech company” (corresponds to item #15). Its possible values are 0 (if the answer is “Sustainable products and/or services for the consumer”), 1 (if the answer is “Environmental, social and good governance reports”), 2 (if the answer is “Products related to environmental, social and good governance criteria” or “Other”), and 3 (if the answer is “Sustainable products and/or services for the company”). This dependent variable reflects the degree of the business model (B2B or B2C) of the service provider among the companies in the sample.
4. Results
4.1. Descriptive Results
4.2. Results from the Multinomial Logit Regression
- When all the values of predictors () are zero, the odds of 2 in comparison to 0 are 0.01707.
- One-unit increase in will decrease the odds of 2 in comparison to 0 by 70.9% (i.e., the odds will be multiplied by 0.2915).
- One-unit increase in will increase the odds of 2 in comparison to 0 by 228.4% (i.e., the odds will be multiplied by 3.2840).
- Etc.
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
CEO | Chief Executive Officer |
CFO | Chief Financial Officer |
CTO | Chief Technical Officer |
CCO | Chief Customer Officer |
B2B | Electronic commerce among companies through the internet |
B2C | Electronic commerce with the final consumer through the internet |
AEFI | Electronic commerce with the final consumer through the internet |
AEFI | Asociación Española de FinTech, InsurTech y PropTech |
Appendix A
- (1)
- Current position in the company
- ○
- Founder
- ○
- CEO
- ○
- CFO
- ○
- CTO
- ○
- CCO
- ○
- Other
- (2)
- Year of creation of your companyYour answer____________________
- (3)
- Location of the companyYour answer_______________________
- (4)
- Workforce—Number of Employees
- ○
- <10 employees
- ○
- 10–20
- ○
- 20–50
- ○
- 50–100
- ○
- >100
- ○
- Other:
- (5)
- Percentage of female and male employeesYour answer_______________________
- (6)
- Your business area
- ○
- Private Wealth Management
- ○
- Payments
- ○
- Alternative Financing
- ○
- Regtech
- ○
- Marketplaces and Aggregators
- ○
- Neobanks and Challenger Banks
- ○
- Insurtech
- ○
- Cryptocurrencies and Blockchain
- ○
- Online identification of clients
- ○
- Personal Finance
- ○
- Transactional services/Currencies
- ○
- Crowdfunding/Lending on tangibles or assets
- ○
- Financial Infrastructure
- (7)
- Has your company made sustainability plans or adopted sustainability measures?
- ○
- Yes
- ○
- No
- (8)
- If you have answered “Yes”, go to question (9). If you answered “No”, answer the following question. Why not?
- ○
- Because you plan to take measures in the future
- ○
- Because your company lacks the resources or experience
- ○
- Because you believe they are not profitable for your company
- ○
- Because they do not have the support of the headquarters
- (9)
- Has your company adopted actions or measures in the following business areas?
- (a)
- Corporate strategy:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (b)
- Product development:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (c)
- Technology:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (d)
- Organizational (Do you have a sustainability department?):
- ○
- Yes
- ○
- No
- ○
- Don’t know/No answer
- (10)
- If you have answered “No” in any of the previous sections, please answer the following question. If you have answered “Yes” in all the previous sections, go to question (11).Are actions or measures planned in the following areas?
- (a)
- Corporate strategy:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (b)
- Product development:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (c)
- Technology:
- ○
- Yes
- ○
- No
- ○
- Don’t know/no answer
- (d)
- Organizational (Do you have a sustainability department?):
- ○
- Yes
- ○
- No
- ○
- Don’t know/No answer
- (11)
- List three of the Sustainable Development Goals (SDGs) that are easy for your company to achieveYour answer_______________________
- (12)
- What advantages do you hope to achieve by being “sustainable”?
- ○
- More benefits
- ○
- More customers
- ○
- More CSR
- ○
- Greater commitment
- ○
- Other__________________________
- (13)
- The most important reasons for the development of sustainable finance are:
- ○
- Increasing demand from customers for sustainable products or services
- ○
- Contribution to the sustainable development of Spain
- ○
- New European Union regulation in the area of sustainable finance
- ○
- Increase additional income
- ○
- Competitive differentiation
- ○
- Risk management
- ○
- Image/marketing
- ○
- Reputational improvement
- ○
- Defensive strategic moves against competitors
- ○
- Other reasons_____________________
- (14)
- Sustainable finance is relevant for:
- ○
- Portfolio management based on environmental, social, and good governance criteria
- ○
- Development of new products or services for the consumer
- ○
- Improve reputation
- ○
- The development of new products or services
- ○
- Others
- (15)
- A growing demand from customers has been identified with:
- ○
- Sustainable products and/or services for the consumer
- ○
- Environmental, social, and good governance reports
- ○
- Products related to environmental, social, and good governance criteria
- ○
- Sustainable products and/or services for the company
- ○
- Other
- (16)
- What economic measures would help protect the current financial eco-system Fintech /Insurtech/Proptech and Legaltech ecosystem?
- ○
- Your answer_______________________
- (17)
- What is the probability that Spain will become the center of sustainable finance in Europe?
- ○
- A very low probability
- ○
- A low probability
- ○
- A good probability
- ○
- A high probability
- (18)
- Future European regulation should have the following criteria:Relevance:
- ○
- No level of relevance
- ○
- A low level of relevance
- ○
- A good level of relevance
- ○
- A high level of relevance
Implementation:- ○
- Short term: less than 1 year
- ○
- Medium/low term: between 1 and 3 years
- ○
- Medium/high term: between 3 and 5 years
- ○
- Long term: more than 5 years
- (19)
- What is your perception about the regulation European Union on Sustainable Finance:
- ○
- It is an opportunity
- ○
- It is an expense/cost
- ○
- Don’t know/No answer
- (20)
- Which of these aspects do you consider the most important in the implementation of the Sandbox?
- ○
- Development of innovative solutions
- ○
- Promotion of a competitive environment
- ○
- Constant legislative updates
- ○
- Minimization of risks
- ○
- Other:
- (21)
- Have FinTech/InsurTech and PropTech companies gained more prominence during the COVID-19 health crisis?Your answer_______________________
References
- Banco Bilbao Vizcaya Argentaria. ‘Fintech’, ‘Proptech’, ‘Femtech’, ‘Edtech’ and Other Related Neologisms. Available online: https://www.bbva.com/en/fintech-proptech-femtech-edtech-and-other-related-neologisms/ (accessed on 28 August 2022).
- Hommel, K.; Bican, P.M. Digital entrepreneurship in finance: Fintechs and funding decision criteria. Sustainability 2020, 12, 8035. [Google Scholar] [CrossRef]
- Ryu, H.-S.; Ko, K.S. Sustainable development of fintech: Focused on uncertainty and perceived quality issues. Sustainability 2020, 12, 7669. [Google Scholar] [CrossRef]
- Stoeckli, E.; Dremel, C.; Uebernickel, F. Exploring characteristics and transformational capabilities of InsurTech innovations to understand insurance value creation in a digital world. Electron. Mark. 2018, 28, 287–305. [Google Scholar] [CrossRef]
- Asociación Española de Fintech e Insurtech (AEFI). Libro Blanco de Insurtech. Available online: https://www.asociacionfintech.es/recursos/libro-blanco-del-insurtech/ (accessed on 28 August 2022).
- Arner, D.W.; Barberis, J.; Buckley, R.P. The evolution of fintech: A new post-crisis paradigm? Georget. J. Int. Law 2016, 47, 1271. [Google Scholar] [CrossRef]
- Moro-Visconti, R.; Cruz Rambaud, S.; López Pascual, J. Sustainability in fintechs: An explanation through business model scalability and market valuation. Sustainability 2020, 12, 10316. [Google Scholar] [CrossRef]
- Kerényi, Á.; Müller, J. The need for trust and ethics in the digital age—Sunshine and shadows in the fintech world. Financ. Econ. Rev. 2019, 18, 5–34. [Google Scholar] [CrossRef]
- Cortina, J.J.; Schmukler, S.L. The Fintech Revolution: A Threat to Global Banking; World Bank: Washington, DC, USA, 2018. [Google Scholar]
- Moro-Visconti, R. MicroFintech. Expanding Financial Inclusion with Cost-Cutting Innovation; Palgrave Macmillan: Cham, Switzerland, 2021. [Google Scholar]
- Gomber, P.; Kauffman, R.; Parker, C.; Weber, B. On the fintech revolution: Interpreting the forces of innovation, disruption, and transformation in financial services. J. Manag. Inf. Syst. 2018, 35, 220–265. [Google Scholar] [CrossRef]
- Kerényi, Á.; Molnár, J. The impact of the fintech phenomenon—Radical change occurs in the financial sector? Financ. Econ. Rev. 2017, 16, 32–50. [Google Scholar] [CrossRef]
- Mackenzie, A. The fintech revolution. Lond. Bus. Sch. Rev. 2015, 26, 50–53. [Google Scholar] [CrossRef]
- Gulamhuseinwala, I.; Bull, T.; Lewis, S. FinTech is gaining traction and young, high-income users are the early adopters. J. Financ. Perspect. 2015, 3, 1–21. [Google Scholar]
- Kashyap, K.M.; Weber, G. How emerging technologies will change financial services. In The FinTech Book: The Financial Technology Handbook for Investors, Entrepreneurs and Visionaries; Chishti, S., Barberis, J., Eds.; Wiley: Hoboken, NJ, USA, 2016; pp. 226–228. [Google Scholar]
- Basole, R.C.; Patel, S.S. Transformation through unbunding: Visualizing the global fintech ecosystem. Serv. Sci. 2018, 10, 379–396. [Google Scholar] [CrossRef]
- Nienaber, R. Banks need to think collaboration rather than competition. In The FinTech Book: The Financial Technology Handbook for Investors, Entrepreneurs and Visionaries; Chishti, S., Barberis, J., Eds.; Wiley: Hoboken, NJ, USA, 2016; pp. 20–21. [Google Scholar]
- Philippon, T. The FinTech Opportunity; National Bureau of Economic Research: Cambridge, MA, USA, 2019. [Google Scholar]
- Cruz Rambaud, S.; Expósito Gázquez, A. A RegTech approach to Fintech sustainability: The case of Spain. Eur. J. Risk Regul. 2022, 13, 333–349. [Google Scholar] [CrossRef]
- Darolles, S. The rise of fintechs and their regulation. Financ. Stab. Rev. 2016, 20, 85–92. [Google Scholar]
- Zavolokina, L.; Schwabe, G.; Dolata, M. Fintechs—What’s in a Name? In Proceedings of the 37th Conference on Information Systems, Dublin, Ireland, 11–14 December 2016.
- Leonga, C.; Tan, B.; Xiao, X.; Tan, F.; Sun, Y. Nurturing a fintech ecosystem. The case of a youth microloan startup in China. Int. J. Inf. Manag. 2017, 37, 92–97. [Google Scholar] [CrossRef]
- Garven, J. On the implications of the internet for insurance markets and institutions. Risk Manag. Insur. Rev. 2002, 5, 105–116. [Google Scholar] [CrossRef]
- Yehorycheva, S.; Fysun, I.; Hudz, T.; Palchuk, O.; Boiko, N. Innovations in the insurance market of a developing country: Case of Ukraine. Investig. Manag. Financ. Innov. 2020, 17, 175–188. [Google Scholar] [CrossRef]
- Pillay, P.C.; Njenga, K.J. Opportunities for reducing expenses through digital innovation: The case of an insurance company. Afr. J. Inf. Syst. 2021, 13, 5. [Google Scholar]
- InsurTech Unconference. 2016. Available online: http://www.rdmf.es/wp-content/uploads/2019/06/AEFI_Libro_Blanco_de_Insurtech.pdf (accessed on 23 April 2022).
- Husseini, F. The Open Insurance Initiative; Open Insurance: Sydney, Australia, 2018. [Google Scholar]
- Bernardino, G. Challenges and opportunities for the insurance sector in Europe. Ann. Mines Réalités Ind. 2020, 1, 99102. [Google Scholar] [CrossRef]
- Chatzara, V. FinTech, InsurTech, and the Regulators. In A Legal and Regulatory View; InsurTech: AIDA Europe Research Series on Insurance Law and Regulation; Marano, P., Noussia, K., Eds.; Springer: Cham, Switzerland, 2020; Volume 1, pp. 3–25. [Google Scholar]
- Gramegna, A.; Giudici, P. Why to buy insurance? An explainable artificial intelligence approach. Risks 2020, 8, 137. [Google Scholar] [CrossRef]
- Vargas, Ó. Insurtech: Innovación tecnológica para la inclusión financiera. Rev. Fasecolda 2017, 167, 64–67. [Google Scholar]
- European Insurance and Occupational Pensions Authority. How technology and data are reshaping the insurance landscape. In Proceedings of the EIOPA InsurTech Roundtable, Frankfurt, Germany, 28 April 2017; pp. 1–17.
- Deloitte. InsurTech Entering its Second Wave. In Investment Focus Shifting from New Startups to More Established Innovators; Deloitte Center for Financial Services: London, UK, 2018; pp. 1–17. [Google Scholar]
- Braesemann, F.; Baum, A. PropTech: Turning Real Estate into a Data-Driven Market? Working Paper; Oxford Future of Real Estate Initiative: Oxford, UK, 2020; pp. 1–22. [Google Scholar]
- Saïd Business School. PropTech 2020: The Future of Real Estate; University of Oxford Research: Oxford, UK, 2020; pp. 1–110. Available online: https://www.sbs.ox.ac.uk/sites/default/files/2020-02/proptech2020.pdf (accessed on 23 April 2022).
- Baum, A. PropTech 3.0: The Future of Real Estate; University of Oxford: Oxford, UK, 2017. [Google Scholar]
- Feth, M.; Gruneberg, H. Proptech—The Real Estate Industry in Transition. In Environment for Innovation; Ritterwald: Berlin, Germany, 2018. [Google Scholar]
- Crowston, K.; Wigand, R. Real estate war in cyberspace: An emerging electronic market? Int. J. Electron. Mark. 1999, 9, 1–8. [Google Scholar]
- KPMG Funcas. Fintech, Innovación al Servicio del Cliente. In Informe del Observatorio de la Digitalización Financiera Funcas-KPMG; KPMG Asesores, S.L.: Madrid, Spain, 2017. [Google Scholar]
- Agresti, A. Categorical Data Analysis, 2nd ed.; John Wiley & Sons, Inc.: Hoboken, NJ, USA, 2002. [Google Scholar]
- Agresti, A. Foundations of Linear and Generalized Linear Models; John Wiley & Sons, Inc.: Hoboken, NJ, USA, 2015. [Google Scholar]
- Agresti, A.; Franklin, C. Statistics. The Art and Science of Learning from Data, 3rd ed.; Pearson: Boston, MA, USA, 2013. [Google Scholar]
- Greene, W.H. Econometric Analysis, 8th ed.; Pearson: New York, NY, USA, 2018. [Google Scholar]
- Carbó Valverde, S.; Cuadros Solas, P.J.; Rodríguez Fernández, F. Taxonomy of the Spanish FinTech ecosystem and the drivers of FinTechs’ performance. Rev. Estab. Financ. 2020, 38, 29–52. [Google Scholar]
- Carbó Valverde, S.; Cuadros Solas, P.; Rodríguez Fernández, F. Radiografía del sector fintech español. Cuad. Inf. Econ. 2020, 274, 25–31. [Google Scholar]
- Finnovating. Informe Resultados. 2017. Available online: https://goo.gl/4dq6xg (accessed on 28 August 2022).
- BBVA Communications. What Are the ESG Criteria and Why Are They Important for Investors? Available online: bbva.com (accessed on 28 August 2022).
- This is How Fintech Can Help Implement a Green Economy. Available online: https://www.bbva.com/en/this-is-how-fintech-can-help-implement-a-green-economy/ (accessed on 28 August 2022).
- Refinitiv Redefiniendo las Necesidades de Datos de los Inversores. El Estándar de Oro del Wealth Management. Refinitiv. Available online: https://www.refinitiv.com/es/recursos/informes-especiales/redefining-investor-data-needs-wealth-management (accessed on 28 August 2022).
- Nielsen. Available online: https://www.nielsen.com/eu/en/press-releases/2015/consumer-goods-brands-that-demonstrate-commitment-to-sustainability-outperform/ (accessed on 28 August 2022).
- Sustainability for Consumer Business Companies. Available online: https://www2.deloitte.com/content/dam/Deloitte/global/Documents/Consumer-Business/dttl_cb_Sustainability_Global%20CB%20POV.pdf (accessed on 28 August 2022).
- Eco-Friendly Start-Ups Position Themselves in the Spanish Market. Available online: https://www.bbva.com/en/sustainability/eco-friendly-start-ups-position-spanish-market/ (accessed on 28 August 2022).
- Código de Buen Gobierno Sociedades Cotizadas. Available online: https://www.cnmv.es/DocPortal/Publicaciones/CodigoGov/CBG_2020.pdf (accessed on 28 August 2022).
- Macchiavello, E.; Siri, M. Sustainable Finance and Fintech: Can Technology Contribute to Achieving Environmental Goals? A Preliminary Assessment of ‘Green FinTech’. Eur. Bank. Inst. Work. Pap. 2020, 71, 128–174. [Google Scholar] [CrossRef]
- A Study about the Spanish Consumer’s Attitude and Knowledge to Face Climate Change. Available online: https://www.ie.edu/school-architecture-design/news-events/news/study-spanish-consumers-attitude-knowledge-face-climate-change/ (accessed on 28 August 2022).
- Puschmann, T.; Hoffmann, C.H.; Khmarskyi, V. How green Fintech can alleviate the impact of climate change—The case of Switzerland. Sustainability 2020, 12, 10691. [Google Scholar] [CrossRef]
- Campanella, F.; Serino, L.; Crisci, A. Governing Fintech for sustainable development: Evidence from Italian banking system. Qual. Res. Financ. Mark. 2022. ahead of printing. [Google Scholar] [CrossRef]
- Castro, P.; Rodrigues, J.P.; Teixeira, J.G. Understanding FinTech Ecosystem Evolution Through Service Innovation and Socio-technical System Perspective. In Exploring Service Science; IESS 2020. Lecture Notes in Business Information Processing; Nóvoa, H., Drăgoicea, M., Kühl, N., Eds.; Springer: Cham, Switzerland, 2020; Volume 377. [Google Scholar]
- Holmes, C.; King, R. The evolution of business-to-business FinTech: What the future holds. J. Paym. Strategy Syst. 2019, 13, 217–225. [Google Scholar]
- Roeder, J.; Cardona, D.R.; Palmer, M.; Werth, O.; Muntermann, J.; Breitner, M.H. Make or break: Business model determinants of FinTech venture success. In Proceedings of the Multikonferenz Wirtschaftsinformatik, Lüneburg, Germany, 6–9 March 2018. [Google Scholar]
- Păun Zamfiroiu, T.; Pinzaru, P. Advancing strategic management through sustainable finance. Manag. Dyn. Knowl. Econ. 2021, 9, 279–291. [Google Scholar]
- Chueca Vergara, C.; Ferruz Agudo, L. Fintech and sustainability: Do they affect each other? Sustainability 2021, 13, 7012. [Google Scholar] [CrossRef]
- Hábitos de Sostenibilidad en España. La Transición del Consumidor al Ciudadano. Available online: http://www.estudiodecomunicacion.com/downloads/White%20Paper.pdf (accessed on 28 August 2022).
- Merello, P.; Barberá, A.; De la Poza Plaza, E. Is the sustainability profile of FinTech companies a key driver of their value? Technol. Forecast. Soc. Chang. 2022, 174, 121290. [Google Scholar] [CrossRef]
- Valero, S.; Climent, F.; Esteban, R. Future banking scenarios. Evolution of digitalisation in Spanish banking. J. Bus. Account. Financ. Perspect. 2020, 2, 13. [Google Scholar] [CrossRef]
- Herrador-Alcaide, T.; Hernández-Solís, M. Empirical study regarding non-financial disclosure for social conscious consumption in the Spanish e-credit market. Sustainability 2019, 11, 866. [Google Scholar] [CrossRef] [Green Version]
Explained Variable | |
Y | Identification of the business model (B2B or B2C) followed by the FinTech company |
Explanatory Variables | |
Implementation of sustainability plans or sustainable measures | |
Existence of a sustainability department in the company | |
Relevance and implementation of the future European regulation | |
Perception of the regulation European Union on Sustainable Finance |
Founder | CEO | CFO | CTO | CCO | Other |
---|---|---|---|---|---|
14 | 9 | 1 | 1 | 1 | 29 |
Odds | Coefficient | S.E. | z-stat | Lower Bound C.I. | Upper Bound C.I. | Exp(bk) | p-Value |
---|---|---|---|---|---|---|---|
−1.3150 | 1.4917 | −0.8815 | −4.2388 | 1.6087 | 0.2685 | 0.3780 | |
0.8424 | 1.4075 | 0.5985 | −1.9162 | 3.6010 | 2.3219 | 0.5495 | |
0.1107 | 0.7297 | 0.1518 | −1.3194 | 1.5409 | 1.1171 | 0.8794 | |
−0.1926 | 0.6716 | −0.2868 | −1.5089 | 1.1237 | 0.8248 | 0.7743 | |
−0.4724 | 0.7556 | −0.6252 | −1.9533 | 1.0085 | 0.6235 | 0.5318 |
Odds | Coefficient | S.E. | z-stat | Lower Bound C.I. | Upper Bound C.I. | Exp(bk) | p-Value |
---|---|---|---|---|---|---|---|
−4.0707 | 1.9357 | −1.7268 | −7.8646 | −0.2768 | 0.01707 | 0.03547 (*) | |
−1.2328 | 1.0011 | 0.3139 | −3.1949 | 0.7294 | 0.2915 | 0.2182 | |
1.1891 | 0.5863 | 1.1043 | 0.0400 | 2.3381 | 3.2840 | 0.04254 (*) | |
0.9979 | 0.6358 | 1.2119 | −0.2482 | 2.2440 | 2.7126 | 0.1165 | |
0.7538 | 0.6134 | 0.5718 | −0.4483 | 1.9560 | 2.1251 | 0.2191 |
Odds | Coefficient | S.E. | z-stat | Lower Bound C.I. | Upper Bound C.I. | Exp(bk) | p-Value |
---|---|---|---|---|---|---|---|
−2.3398 | 1.3550 | −1.7268 | −4.9955 | 0.3159 | 0.09635 | 0.08420 (**) | |
0.2765 | 0.8807 | 0.3139 | −1.4497 | 2.0027 | 1.3185 | 0.7536 | |
0.5115 | 0.4632 | 1.1043 | −0.3964 | 1.4194 | 1.6679 | 0.2695 | |
0.6145 | 0.5071 | 1.2119 | −0.3793 | 1.6084 | 1.8488 | 0.2255 | |
0.2875 | 0.5028 | 0.5718 | −0.6980 | 1.2730 | 1.3331 | 0.5675 |
1.0000 | 0.5116 | −0.0364 | 0.0087 | |
0.5116 | 1.0000 | 0.0847 | 0.0868 | |
−0.0364 | 0.0847 | 1.0000 | 0.2249 | |
0.0087 | 0.0868 | 0.2249 | 1.0000 |
Regression | p-Value | |||
---|---|---|---|---|
0 related to 0 | 0.0000 (*) | 0.0000 | 1.0000 | 0.7236 |
1 related to 0 | −1.3150 | 0.3780 | 0.2685 | 0.1943 |
2 related to 0 | −4.0707 (*) | 0.03547 | 0.01707 | 0.0124 |
3 related to 0 | −2.3398 | 0.08420 | 0.09635 | 0.0697 |
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Bittini, J.S.; Rambaud, S.C.; Pascual, J.L.; Moro-Visconti, R. Business Models and Sustainability Plans in the FinTech, InsurTech, and PropTech Industry: Evidence from Spain. Sustainability 2022, 14, 12088. https://doi.org/10.3390/su141912088
Bittini JS, Rambaud SC, Pascual JL, Moro-Visconti R. Business Models and Sustainability Plans in the FinTech, InsurTech, and PropTech Industry: Evidence from Spain. Sustainability. 2022; 14(19):12088. https://doi.org/10.3390/su141912088
Chicago/Turabian StyleBittini, Javier Sada, Salvador Cruz Rambaud, Joaquín López Pascual, and Roberto Moro-Visconti. 2022. "Business Models and Sustainability Plans in the FinTech, InsurTech, and PropTech Industry: Evidence from Spain" Sustainability 14, no. 19: 12088. https://doi.org/10.3390/su141912088
APA StyleBittini, J. S., Rambaud, S. C., Pascual, J. L., & Moro-Visconti, R. (2022). Business Models and Sustainability Plans in the FinTech, InsurTech, and PropTech Industry: Evidence from Spain. Sustainability, 14(19), 12088. https://doi.org/10.3390/su141912088