Three different approaches will be used in this analysis. Firstly, the quantitative approach which pretends to measure productivity in terms of publication. For this purpose, the information provided by Web of Science and Scopus themselves was used. Secondly, the qualitative approach that measures the impact of a publication concerning the number of appointments it receives. Thirdly, the structured approach tries to express the relationships between the publication through main variables such as authors and/or keywords. This analysis was completed with network maps using the VOSviewer processing software. In keywords network maps, some words were eliminated due to their generality or scope (e.g., “article” or “research”). This software is widely used for processing keywords (Hoppen and de-Souza-Vanz, 2016), undertaking cluster analysis (Van and Waltman, 2009) or the depiction of maps of global scientific collaboration (Mendoça et al., 2017).
3. 1. Citation analysis
This analysis is used as a measure of influence. If the citation index of a publication or an author is high, the publication or the author will be considered as influential in such field.
3.1.1. Author influence
Table 3 shows that Schur has the highest scientific production in this topic. Grover and Stein rank as the second and third respectively, followed by the rest of the authors with six publications. In this sense, Schur is a leader in Industrial Relations while Grover tends to Policy Studies, and Stein focuses on Legal Studies. This reflects that there is no dominant author on the subject as a whole yet, perhaps due to the heterogeneity of its scope.
Table 3. Top 10 authors with most publications on disability and employability
Authors
|
Institution
|
No. of publications
|
Schur, L.
|
Rutgers, The State University of New Jersey
|
8
|
Grover, C.
|
Lancaster University
|
7
|
Stein, M.A.
|
Harvard Law School
|
7
|
Agovino, M.
|
University of Naples
|
6
|
Kruse, D.
|
Rutgers, The State University of New Jersey
|
6
|
Kulik, C.T.
|
University of South Australia Business School
|
6
|
Kulkarni, M.
|
Indian Institute of Management Bangalore
|
6
|
Mitra, S.
|
Fordham University
|
6
|
Piggott, L.
|
Lancaster University
|
6
|
Stapleton, D.C.
|
Mathematica Policy Research Inc., Princeton
|
6
|
3.1.2. Affiliation statistics
The objective here was to extract the author information about the organizations they work in. Table 4 lists the top 10 organizations publishing the most articles on disabilities and employability. In this vein, the Social Security Administration of the United States, the University of New Hampshire Durham, and Rutgers the State University of New Jersey, all three in the United States, equally contribute with ten articles. This is followed by University of G. d’Annunzio Chieti and Pescara in Italy and Syracuse University in the United States. In this sense, there is a coincidence between the organization contributing the most and the top–1 author (see Table 3). That is the case of Rutgers, the State University of New Jersey and Schur, L. A similar situation happens with Fordham University with seven publications of which six correspond to Mitra, S.
Moreover, the most cited articles correspond to the University of Leeds with 55 cites per article. This is followed by Fordham University (49.70) and Syracuse University. This, again, shows that being the most productive institution does not mean to be the most influent according to the number of cites received.
Table 4. Top 10 organizations contributing to the topic of disabilities and employability
Institution
|
Location
|
No. publications
|
Citation
|
C/N
|
Social Security Administration
|
United States
|
10
|
145
|
14.50
|
University of New Hampshire Durham
|
United States
|
10
|
96
|
9.60
|
Rutgers, The State University of New Jersey
|
United States
|
10
|
297
|
29.70
|
University of G. d'Annunzio Chieti and Pescara
|
Italy
|
9
|
62
|
6.89
|
Syracuse University
|
United States
|
8
|
360
|
45.00
|
Fordham University
|
United States
|
7
|
348
|
49.70
|
Pennsylvania State University
|
United States
|
7
|
81
|
11.60
|
Vanderbilt University
|
United States
|
6
|
80
|
13.30
|
Cornell University
|
United States
|
6
|
53
|
8.83
|
University of Leeds
|
United Kingdom
|
6
|
330
|
55.00
|
Table 5 shows the geographic distribution of contributing organizations. In conjunction with Table 4, it is clear that the United States is the country with the most significant number of institutions at the top of this issue since eight out of ten leaders’ institutions belong to this country. It comprises 258 of the total publications, that is, over 14%. Besides, it has a higher number of citations per article (16.94) followed closely by the United Kingdom that with 150 fewer publications accounts comparatively more citations per article (13.67). In addition, the relevance of the Netherlands has to be highlighted, perhaps not stand out in the number of publications but it does in their impact according to the cites accumulated.
Table 5. Geographic distribution of the top 10 countries contributing to the topic
Country
|
No. publications
|
Citations
|
C/A
|
USA
|
258
|
4370
|
16.94
|
United Kingdom
|
111
|
1517
|
13.67
|
Australia
|
54
|
390
|
7.22
|
Canada
|
44
|
390
|
8.86
|
India
|
19
|
80
|
4.21
|
Italy
|
19
|
100
|
5.26
|
The Netherlands
|
19
|
212
|
11.16
|
Spain
|
14
|
127
|
9.07
|
Germany
|
13
|
60
|
4.62
|
South Africa
|
12
|
16
|
1.33
|
3.2. Leading documents
According to Liao et al., (2018) examining the number of citations shows the quality of a document. Table 6 shows the most cited documents about disability and employability from 1972 to 2018. The document by Stone and Colella (1996) ranks first for the number of citations (269). This document proposes different factors affecting the treatment of disabled people in the workplace. The second most cited article (260) is a document by Fine and Asch (1996) which develops a critic about the situation of people with disabilities in different areas such as education, employment or their access to public programs in the United States. The article by Mitra (2006) ranks third for the number of citations (196) and explores some implications of the capability approach for analysing the employment and the standard of living of with disabilities.
Table 6. Top 10 published documents with the most citation about disability and employability
Ranking
|
Journal
|
Citation
|
Article
|
Authors
|
Year
|
C/Year
|
1
|
Academy of Management Review
|
269
|
A model of factors affecting the treatment of disabled individuals in organizations
|
Stone, DL; Colella, A
|
1996
|
0.5699
|
2
|
Journal of Social Issues
|
260
|
Disability Beyond Stigma: Social Interaction, Discrimination, and Activism
|
Fine M., Asch A.
|
1988
|
0.5221
|
3
|
Journal of Disability Policy Studies
|
196
|
The capability approach and disability
|
Mitra, S
|
2006
|
0.2250
|
4
|
Work Employment and Society
|
155
|
Disability, work, and welfare: challenging the social exclusion of disabled people
|
Barnes, C; Mercer, G
|
2005
|
0.1330
|
5
|
Journal of Applied Research in Intellectual Disabilities
|
144
|
Community Integration or Community Exposure? A Review and Discussion in Relation to People with an Intellectual Disability
|
Cummins R.A., Lau A.L.D.
|
2003
|
0.1278
|
6
|
American Economic Review
|
114
|
The impact of economic conditions on participation in disability programs: Evidence from the coal boom and bust
|
Black D., Daniel K., Sanders S.
|
2002
|
0.1214
|
7
|
Harvard Business Review
|
109
|
Diversity as strategy
|
Thomas D.A.
|
2004
|
0.1222
|
8
|
Work and Occupations
|
106
|
The social construction of disability in organizations: Why employers resist reasonable accommodation
|
Harlan S.L., Robert P.M.
|
1998
|
0.1580
|
9
|
Critical Social Policy
|
96
|
A working social model? Disability, work and disability politics in the 21st century
|
Barnes C.
|
2000
|
0.1358
|
10
|
Industrial Relations
|
93
|
Employment of people with disabilities following the ADA
|
Kruse, D; Schur, L
|
2003
|
0.0849
|
In the ranking of the 10 journals that have published more documents in disability and employability (Table 2), only two have published one of the 10 most cited articles in this area of research, Journal of Disability Policy Studies and Journal of Applied Research in Intellectual Disabilities (ranked third and fifth respectively).
3.3. Keywords analysis
Keywords analysis is a quantitative approach to scientifically discover linkages among subfields and trace the tendency (He, 1999). It uses keywords in the literature to create a semantic map of the field (Zupic and Cater, 2015).
The sample of 1,910 articles accounted for 4,858 different keywords. Because of the high number of keywords, only those with an occurrence of 90 or more times were selected to create a frequently used keyword list (see Table 7). One interesting thing about the use of keywords is their evolution and incorporation into the field. Thus, Table 7 also shows the distribution of the keywords in the three main stages (the initial, the sustained growth, and the sharp growth).
As can be seen in Table 7 employment and disability are the most common keywords used. Considering the whole period, they appear in the 29.16 and 26.65% of articles respectively. Disabled people and human closely follow this. The only country that appears in keywords are United States, clearly connected with the Americans with disabilities Act of 1990. Another relevant issue is the separation by gender when distinguishing between female and male.
Regarding the evolution of these keywords, during the period 1972–1990 most of the documents focus on the terms disabled people and human. In addition, there is no presence of the word disability as such. The keyword employment has special relevance although it is not predominant while United States retains an important position. The keyword rehabilitation is of special interest in this period since it appears in around 22 of the 108 documents in said period. However, this weight is diluted in the following periods.
During the period 1991–2008 the trend changes with respect to the previous one and it is closer to the general trend. In this sense, most of the documents refer to disabled people followed closely by employment. Unlike the previous period, the word disability is added, which adds a concurrence of approximately half that for disable people. Likewise, and regarding the previous period, human and United States lose a bit of prominence. On the other hand, legal aspects seem to have a relative importance in the period.
Table 7. Most frequently used keywords in the topic of disabilities and employability
Rank
|
Keywords
|
Total
|
% K/N
|
1972-1990
|
% K/N
|
1991-2008
|
% K/N
|
2009-2018
|
% K/N
|
1
|
Employment
|
557
|
29.16
|
34
|
31.48
|
264
|
36.77
|
258
|
23.80
|
2
|
Disability
|
509
|
26.65
|
-
|
-
|
119
|
16.57
|
387
|
35.70
|
3
|
Disabled People
|
479
|
25.08
|
49
|
45.37
|
267
|
37.19
|
162
|
14.94
|
4
|
Human
|
412
|
21.57
|
47
|
43.52
|
244
|
33.98
|
120
|
11.07
|
5
|
United States
|
281
|
14.71
|
31
|
28.70
|
199
|
27.72
|
50
|
4.61
|
6
|
Legal Aspects
|
200
|
10.47
|
10
|
9.26
|
162
|
22.56
|
27
|
2.49
|
7
|
Supported Employment
|
181
|
9.48
|
-
|
-
|
85
|
11.84
|
96
|
8.86
|
8
|
Adult
|
180
|
9.42
|
-
|
-
|
62
|
8.64
|
92
|
8.49
|
9
|
Female
|
150
|
7.85
|
17
|
15.74
|
62
|
8.64
|
71
|
6.55
|
10
|
Male
|
137
|
7.17
|
18
|
16.67
|
51
|
7.10
|
68
|
6.27
|
11
|
Work
|
94
|
4.92
|
-
|
-
|
25
|
3.48
|
69
|
6.37
|
12
|
Social Security
|
92
|
4.82
|
11
|
10.19
|
48
|
6.69
|
33
|
3.04
|
13
|
Rehabilitation
|
90
|
4.71
|
22
|
20.37
|
31
|
4.32
|
37
|
3.41
|
|
No. Documents (total period)
|
1910
|
|
108
|
|
718
|
|
1084
|
|
Finally, for the sharp growth period, the trend is very similar to the total period since it comprises around 56% of the total documents. Thus, it can be seen that disability is the dominant word and the use of disabled people decreases. Other words like human and United States also decrease. In the same way, one of the most drastic changes with respect to the previous period is represented by legal aspects that happens to be the last frequent with a residual importance.
The network of relationships between keywords (co-occurrence) is used to identify the most relevant topics in the published documents. According to Chen et al., (2016) each node stands for a high-frequency keyword and the size of the node indicates the frequency. The thicker the line that connect nodes, the higher frequency of co-occurrence. The shorter the distances between the nodes, the stronger the relationship they have (Capobianco-Uriarte et al., 2019). Thus, Figure 2 shows the main keywords used and the size of the nodes. Three clusters were identified, forming heterogeneous groups among them and homogeneous within them.
The most common keywords for each cluster are employment, disabled people and human for red cluster, disability and supported employment for blue cluster and adult, female and male for green cluster.