| Literature DB >> 32051310 |
Yunyu Xiao1, Edward Pinkney2, Terry Kit Fong Au3,4, Paul Siu Fai Yip5,6.
Abstract
OBJECTIVES: To promote gender diversity and equity in higher education, Athena Scientific Women's Academic Network (SWAN) supports and recognises higher education institutions (HEI) in advancing the careers of women through charter commitment, awards, training and advocacy since 2005. Most evaluation studies, however, are based on qualitative assessments. This study sought to (1) examine the relationship between Athena SWAN accreditation/awards in the UK and gender diversity of leaders and senior academics using quantitative data from 2012/2013 to 2016/2017, and (2) explore the associations between Athena SWAN awards and university performance as measured by overall scores in global ranking systems.Entities:
Keywords: Athena SWAN; equity; gender diversity; higher education; university ranking
Mesh:
Year: 2020 PMID: 32051310 PMCID: PMC7044944 DOI: 10.1136/bmjopen-2019-032915
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Trends of female representation and QS overall scores from 2012/2013 to 2016/2017†
| Year | Female representation | QS overall scores‡ | |||||||||||||||
| Leaders (%) | n | All | Professors (%) | n | All HEIs | Bronze | Silver | Test statistics | |||||||||
| n | All | Bronze | Silver | Non-recipient | Non-Athena | Bronze | Silver | Non-recipient | Non-Athena | Mean (SD) | Mean (SD) | Mean (SD) | |||||
| 2012/2013 | 136 | 37.2 | 35.5 | 28.7 | 43.5 | 41.2 | 100 | 24.2 | 24.3 | 18.9 | 26.6 | 31.4 | 47 | 57.8 (20.9) | 53.0 (18.9) | 70.1 (21.5) |
|
| 2013/2014 | 136 | 37.2 | 35.0 | 29.9 | 44.3 | 41.5 | 106 | 24.6 | 24.4 | 19.5 | 26.4 | 32.2 | 46 | 60.2 (21.2) | 55.4 (19.6) | 72.5 (20.7) |
|
| 2014/2015 | 137 | 38.0 | 36.8 | 30.3 | 44.5 | 40.5 | 103 | 25.3 | 24.9 | 20.8 | 28.0 | 36.7 | 47 | 61.3 (21.0) | 56.6 (19.4) | 73.6 (20.6) |
|
| 2015/2016 | 135 | 38.7 | 37.2 | 33.4 | 46.7 | 40.1 | 102 | 26.1 | 25.3 | 21.9 | 32.9 | 33.9 | 46 | 63.2 (18.7) | 59.6 (17.2) | 72.3 (20.1) |
|
| 2016/2017 | 133 | 39.5 | 37.9 | 34.1 | 47.4 | 41.2 | 103 | 26.8 | 26.4 | 22.3 | 31.9 | 32.1 | 46 | 56.9 (20.0) | 52.9 (17.8) | 67.3 (22.1) |
|
| Rate growth§ | 8.4 | 9.0 | 20.3 | 11.1 | 2.4 | 7.6 | 5.7 | 14.3 | 17.5 | 1.1 | 1.6 | 3.1 | −1.9 | ||||
T-test was used to compare mean differences between Bronze and Silver awardees.
*p<0.05.
†Rates based on the availability of data in each year.
‡Analysis based on institutions with Bronze or Silver awards during the study periods.
§Methods of calculating the rate growth can be found in the Methods section.
d, Cohen's d; HEI, higher education institution; QS, Quacquarelli Symonds.
Linear mixed effects models of female representation in leaders and professors from 2012/2013 to 2016/2017
| Among Athena Charter members | Among all HEIs† | |||||||
| Leaders | 95% CI | Professors | 95% CI | Leaders | 95% CI | Professors | 95% CI | |
| β | β | β | β | |||||
| n | 111 | 111 | 148 | 148 | ||||
| Fixed effect | ||||||||
| Intercept‡ | 0.32*** | (0.25 to 0.38) | 0.20*** | (0.15 to 0.25) | 0.28*** | (0.22 to 0.34) | 0.22*** | (0.15 to 0.29) |
| Athena award | ||||||||
| Non-Athena | (Ref) | (Ref) | ||||||
| Non-recipients | (Ref) | (Ref) | 0.050* | (0.012 to 0.095) | −0.005 | (−0.077 to 0.067) | ||
| Bronze | −0.062* | (−0.12 to −0.002) | −0.040 | (−0.11 to 0.032) | −0.009 | (−0.065 to 0.047) | −0.048 | (−0.134 to 0.038) |
| Silver | −0.112** | (−0.189 to −0.035) | −0.083 | (−0.17 to 0.007) | −0.057 | (−0.132 to 0.018) | −0.089 | (−0.194 to 0.016) |
| Year | 0.009*** | (0.006 to 0.013) | 0.006*** | (0.004 to 0.009) | 0.008*** | (0.005 to 0.012) | 0.006*** | (0.003 to 0.008) |
| Duration of award§ | −0.007 | (−0.018 to 0.005) | −0.002 | (−0.016 to 0.012) | −0.007 | (−0.019 to 0.005) | −0.002 | (−0.017 to 0.014) |
| Random effect¶ | ||||||||
| Intercept variance | 0.059*** | 0.036*** | 0.076*** | 0.043*** | ||||
| Year variance | −0.0037*** | −0.002*** | −0.005*** | −0.002*** | ||||
| Residual variance | 0.001*** | 0.0004*** | 0.0011*** | 0.0004*** | ||||
| AIC | −1615.6 | −1869.4 | −2048.3 | −1924.3 | ||||
| BIC | −1591.2 | −1845.1 | −2018.3 | −1894.3 | ||||
*p<0.05; **p<0.01; ***p<0.001.
†All high-education institutes in the study, including non-Athena Charter members, non-recipient of Athena awards, and Bronze and Silver awardees.
‡Intercept coefficient estimates the mean initial percentages of female leaders or professors among the non-recipients (in the model among Athena Charter members) and non-Athena HEIs (in the model among all HEIs).
§Duration of being awarded Bronze or Silver during the study period (2012/2013–2016/2017).
¶Intercept variance indicates the between-group variances across HEIs; year invariance indicates the structured variance across years; residual variance indicates the variability of individual HEI’s female representation around the individual regression lines for each subject.
AIC, Akaike information criteria; BIC, Bayesian information criteria; HEI, higher education institution.
Linear mixed effects models of female representation in leaders and professors from 2012/2013 to 2016/2017
| Among Athena Charter members | Among All HEIs† | |||||||
| Leaders | 95% CI | Professors | 95% CI | Leaders | 95% CI | Professors | 95% CI | |
| β | β | β | β | |||||
| n | 111 | 111 | 148 | 148 | ||||
| Fixed effect | ||||||||
| Intercept‡ | 0.45*** | (0.42 to 0.49) | 0.30*** | (0.26 to 0.34) | 0.40*** | (0.38 to 0.43) | 0.31*** | (0.25 to 0.36) |
| Athena award | ||||||||
| Non-Athena | (Ref) | (Ref) | ||||||
| Non-recipients | (Ref) | (Ref) | 0.05* | (0.01 to 0.093) | −0.01 | (−0.08 to −0.066) | ||
| Bronze | −0.06* | (−0.12 to −0.002) | −0.04 | (−0.11 to 0.032) | −0.01 | (−0.07 to 0.046) | −0.05 | (−0.13 to 0.038) |
| Silver | −0.11** | (−0.19 to −0.03) | −0.08 | (−0.17 to 0.0073) | −0.06 | (−0.13 to 0.02) | −0.09 | (−0.20 to 0.014) |
| Year (centred) | 0.011* | (0.0025 to 0.020) | 0.0070 | (−0.0008 to 0.015) | 0.0039 | (−0.0035 to 0.0112) | −0.005 | (−0.017 to 0.0071) |
| Year*Athena award | ||||||||
| Year*Non-Athena | (Ref) | (Ref) | ||||||
| Year*Non-recipient | (Ref) | (Ref) | 0.008 | (−0.0045 to 0.020) | 0.012 | (−0.003 to 0.026) | ||
| Year*Bronze | −0.0034 | (−0.013 to 0.0065) | −0.0013 | (−0.0096 to 0.0069) | 0.0042 | (−0.0044 to 0.013) | 0.011 | (−0.0018 to 0.023) |
| Year*Silver | 0.0016 | (−0.012 to 0.015) | 0.0022 | (−0.0083 to 0.013) | 0.0093 | (−0.0042 to 0.023) | 0.014* | (0.0001 to 0.023) |
| Duration of award§ | −0.0067 | (−0.018 to 0.0051) | −0.0018 | (−0.016 to 0.012) | −0.0067 | (−0.019 to 0.0053) | −0.0016 | (−0.017 to 0.014) |
| Random effect¶ | ||||||||
| Intercept variance | 0.005*** | 0.006*** | 0.005*** | 0.008*** | ||||
| Year variance | 0.0001 | 0.0001 | −0.0001 | −0.00003 | ||||
| Residual variance | 0.001*** | 0.0004*** | 0.001*** | 0.0004*** | ||||
| AIC | −1612.6 | −1866.3 | −2044.8 | −1922.2 | ||||
| BIC | −1582.8 | −1836.5 | −2005.8 | −1883.2 | ||||
*p<0.05; **p<0.01; *** p<0.001.
†All high-education institutes in the study, including non-Athena Charter members, non-recipient of Athena awards, and Bronze and Silver awardees.
‡Intercept coefficient estimates the mean initial percentages of female leaders or professors among the non-recipients (in the model among Athena Charter members) and non-Athena HEIs (in the model among all HEIs).
§Duration of being awarded Bronze or Silver during the study period (2012/2013–2016/2017).
¶Intercept variance indicates the between-group variances across HEIs; year invariance indicates the structured variance across years; residual variance indicates the variability of individual HEI’s female representation around the individual regression lines for each subject.
AIC, Akaike information criteria; BIC, Bayesian information criteria; HEI, higher education institution.
Linear mixed effects models of QS scores in leaders and professors from 2012/2013 to 2016/2017
| QS overall scores† | ||||
| Model 1 | Model 2 | |||
| β | 95% CI | β | 95% CI | |
| n | 93 | 93 | ||
| Fixed effect | ||||
| Intercept‡ | 63.55*** | (32.19 to 94.91) | 61.03*** | (30.34 to 91.72) |
| Athena award (Ref Bronze) | ||||
| Silver | 11.80* | (0.01 to 23.59) | 16.13** | (3.73 to 28.53) |
| Year (centred) | −0.085 | (−0.40 to 0.23) | 0.13 | (−0.24 to 0.50) |
| Year*Athena award (Ref Year*Bronze) | ||||
| Year*Silver | −0.77* | (−1.45 to −0.08) | ||
| Duration of award§ | −1.24 | (−7.53 to 5.06) | −1.23 | (−7.52 to 5.06) |
| Random effect¶ | ||||
| Intercept variance | 559.04*** | 361.96*** | ||
| Year variance | −6.537 | −6.445 | ||
| Residual variance | 11.504*** | 11.21*** | ||
| AIC | 1471.6 | 1468.8 | ||
| BIC | 1489.3 | 1489.0 | ||
*p<0.05; **p<0.01; ***p<0.001.
†Only conducted among Bronze and Silver awardees.
‡Intercept coefficient estimates of the mean initial QS score among Bronze awardees.
§Duration of being awarded Bronze or Silver during the study period (2012/2013–2016/2017).
¶Intercept variance indicates the between-group variances across higher education institutions (HEI); year invariance indicates the structured variance across years; residual variance indicates the variability of individual HEI’s female representation around the individual regression lines for each subject.
AIC, Akaike information criteria; BIC, Bayesian information criteria; QS, Quacquarelli Symonds.
Figure 1Changes of female representation in leaders by Athena Scientific Women’s Academic Network (SWAN) levels from 2012/2013 to 2016/2017.
Figure 2Changes of female representation in professors by Athena Scientific Women’s Academic Network (SWAN) levels from 2012/2013 to 2016/2017.