A New Approach to Social Entrepreneurship: A Systematic Review and Meta-Analysis
Abstract
:1. Introduction
- To identify the most relevant research papers.
- To understand the conceptual development of social entrepreneurship and its evolution to date.
- To detect future trends and lines of research.
- To establish the theoretical limits of this phenomenon.
- To contribute a research method based on a quantitative type of meta-analysis looking at the use of keywords.
2. Data and Methodology
2.1. Data Collection
2.2. Data Analysis
2.2.1. Pre-Processing Stage
- A
- Tokenization: the text was split into word tokens taking into account white spaces and non-letter separators.
- B
- Standardization: all the words were standardized (transformed into lowercase).
- C
- Stopwords: The “stopwords” (which include the trivial English words such as “and”, “the”, “is”, “are”, “a”, and so on) in the identified word list were removed. We employed as the base set of stopwords to those included in the textfixer webpage.
- D
- Stemming: the words tokens were reduced into their root forms by trimming their endings. Therefore, variants of the same word were combined and the dimensionality decreased.
- E
- The words or tokens (keywords) that appeared only in one manuscript were eliminated reducing in this way the dimensionality of the corpus.
2.2.2. Term Frequency Matrix Transformation
2.2.3. Singular Value Decomposition
2.2.4. Interpretation
3. Results
3.1. Period 2005–2009
3.2. Period 2010–2011
3.3. Period 2012–2013
3.4. Period 2014–2016
4. Discussion
5. Trends
5.1. Venture Philanthropy
5.2. Measuring Social Impact
5.3. Hybrid Organizations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Factor | Labelling | High-Loadings Terms | Manuscripts | Eigenvalue |
---|---|---|---|---|
Factor 1 | “social innovation” | Socialinnov, ngo, entrepreneurship, innov, | 93 (32.63%) | 14.99 |
socialenterpris | ||||
Factor 2 | “social innovation” | Entrepreneurship, innov, socialinnov, small and medium enterprise, social | 13 (4.56%) | 14.07 |
Factor 3 | “social innovation” | Socialinnov, socialentrepreneur, ngo, socialcapit, learn | 19 (6.67%) | 12.46 |
Factor 4 | “social impact” | Socialentrepreneur, socialimpact, socialinnov, socialenterpris, | 7 (2.45%) | 12-09 |
socialnetwork | ||||
Factor 5 | “social impact” | Ngo, socialentrepreneur, socialimpact, scale, socialvalu | 19 (6.66%) | 11.78 |
Factor 6 | “social impact” | Socialenterpris, thirdsector, csr, socialimpact, scale | 68 (23.85%) | 11.37 |
Factor 7 | “social impact” | Socialvalu, scale, csr, socialcapit, thirdsector | 12 (4.21%) | 10.75 |
Factor 8 | “sustainability trend” | Sustain, socialcapit, socialentrepreneur, socialeconomi, | 17 (5.96%) | 10.62 |
Cooper | ||||
Factor 9 | “NGO tradition hybridization” | Socialbusi, valuecr, hybridorgan, learn, thirdsector | 15 (5.26%) | 10.39 |
Factor 10 | “social impact” | Network, scale, thirdsector, csr, valuecr | 15 (5.26%) | 10.31 |
Factor 11 | “sustainability trend” | Sustain, socialvalu, ngo, network, valuecr | 7 (2.45%) | 10.19 |
Factor | Labelling | High-Loadings Terms | Manuscripts | Eigenvalue | Citations |
---|---|---|---|---|---|
Factor 1 | “social entrepreneurship as innovator” | Socialentrepreneur, socialinnov, socialenterpris, innov, entrepreneurship | 93 (66.42%) | 10.2 | |
Factor 2 | “social impact” | Socialcapit, socialimpact, socialentrepreneur, entrepreneurship, innov | 7 (5.00%) | 9.10 | |
Factor 3 | “social entrepreneur as innovator” | Socialinnov, socialentrepreneur, innov, socialeconomi, thirdsector | 21 (15.00%) | 8.80 | |
Factor 4 | “social entrepreneur as innovator” | Entrepreneurship, entrepreneur, innovater, socialinnov, thirdsector | 12 (8.57%) | 8.57 | |
Factor 5 | “social entrepreneur as innovator” | Socialentrepreneur, socialinnov, entrepreneurship, socialimpact, govern | 7 (5.00%) | 7.85 |
Factor | Labelling | High-Loadings Terms | Manuscripts | Eigenvalue | Citations |
---|---|---|---|---|---|
Factor 1 | “CSR tradition hybridization” | Csr, sustain, socialrespons, ngo, socialentrepreneurship | 72 (34.61%) | 13.30 | |
Factor 2 | “Ngo tradition hybridization” | Socialeconomi, thirdsector, socialenterpris, sustain, socialrespons | 58 (27.88%) | 11.53 | |
Factor 3 | “Ngo tradition hybridization” | Socialinnov, socialentrepreneur, thirdsector, venturephilanthropi, sustain | 11 (5.28%) | 10.81 | |
Factor 4 | “Ngo tradition hybridization” | Socialinnov, socialeconomi, thirdsector, socialentrepreneur, legitimaci | 17 (81.73%) | 10.31 | |
Factor 5 | “Ngo tradition hybridization” | Socialentrepreneur, socialcapit, socialinnov, socialeconomi, thirdsector | 3 (1.44%) | 9.91 | |
Factor 6 | “Ngo tradition hybridization” | Socialentrepreneur, ngo, entrepreneurship, sustainabledevelop, socialrespons, | 13 (6.25%) | 9.73 | |
Factor 7 | “Sustainability trend” | Sustain, entrepreneuri, institut, sustainabledevelop, socialentrepreneurship | 24 (11.53%) | 9.52 | |
Factor 8 | “Ngo Tradition Hybridization” | Poverti, venturephilanthropi, povertyallevi, socialvalu, entrepreneuri | 10 (4.80%) | 9.20 |
Factor | Labelling | High-Loadings Terms | Manuscripts | Eigenvalue | Citations |
---|---|---|---|---|---|
Factor 1 | “Social innovation” | Socialinnov, ngo, entrepreneurship, innov, socialenterpris | 93 (32.63%) | 14.99 | |
Factor 2 | “Social innovation” | Entrepreneurship, innov, socialinnov, small and medium enterprise, social | 13 (4.56%) | 14.07 | |
Factor 3 | “Social innovation” | Socialinnov, socialentrepreneur, ngo, socialcapit, learn | 19 (6.67%) | 12.46 | |
Factor 4 | “Social impact” | Socialentrepreneur, socialimpact, socialinnov, socialenterpris, socialnetwork | 7 (2.45%) | 12.09 | |
Factor 5 | “Social impact” | Ngo, socialentrepreneur, socialimpact, scale, socialvalu | 19 (6.66%) | 11.78 | |
Factor 6 | “Social impact” | Socialenterpris, thirdsector, csr, socialimpact, scale | 68 (23.85%) | 11.37 | |
Factor 7 | “Social impact” | Socialvalu, scale, csr, socialcapit, thirdsector | 12 (4.21%) | 10.75 | |
Factor 8 | “ Sustainability trend” | Sustain, socialcapit, socialentrepreneur, socialeconomi, cooper | 17 (5.96%) | 10.62 | |
Factor 9 | “Ngo tradition hybridization” | Socialbusi, valuecr, hybridorgan, learn, thirdsector | 15 (5.26%) | 10.39 | |
Factor 10 | “Social impact” | Network, scale, thirdsector, csr, valuecr | 15 (5.26%) | 10.31 | |
Factor 11 | “Sustainability trend” | Sustain, socialvalu, ngo, network, valuecr | 7 (2.45%) | 10.19 |
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García-Jurado, A.; Pérez-Barea, J.J.; Nova, R.J. A New Approach to Social Entrepreneurship: A Systematic Review and Meta-Analysis. Sustainability 2021, 13, 2754. https://doi.org/10.3390/su13052754
García-Jurado A, Pérez-Barea JJ, Nova RJ. A New Approach to Social Entrepreneurship: A Systematic Review and Meta-Analysis. Sustainability. 2021; 13(5):2754. https://doi.org/10.3390/su13052754
Chicago/Turabian StyleGarcía-Jurado, Alejandro, José Javier Pérez-Barea, and Rodrigo J. Nova. 2021. "A New Approach to Social Entrepreneurship: A Systematic Review and Meta-Analysis" Sustainability 13, no. 5: 2754. https://doi.org/10.3390/su13052754
APA StyleGarcía-Jurado, A., Pérez-Barea, J. J., & Nova, R. J. (2021). A New Approach to Social Entrepreneurship: A Systematic Review and Meta-Analysis. Sustainability, 13(5), 2754. https://doi.org/10.3390/su13052754