1. 1 Differentiation: Where Are We? CLUSTER ANALYSES OF INPUT & OUTPUT INDICATORS Ian Bunting & Charles Sheppard CHET seminar 9 February 2012 Franschhoek

2. 2 SLIDE 1: HIGH LEVEL KNOWLEDGE INPUTS AND OUTPUTS Slide 1 uses averages for 2008-2010 for 4 input and 4 output variables, which reflect the state of high level knowledge production in the HE system, as a way of clustering HE institutions. These indicator averages are summarised in the Slide 1 data table. Inputs Masters enrolments as % of total head count enrolments Doctors enrolments as % of total head count enrolments % of permanent academic staff with doctoral degrees Ratio of doctoral enrolments to permanent academic staff Outputs Ratio of masters graduates to masters enrolments (throughput proxy) Ratio of doctoral graduates to doctoral enrolments (throughput proxy) Ratio of doctoral graduates to permanent academics (measure of academic staff research output efficiency) Ratio of research publications to permanent academics (further measure of academic staff research output efficiency )

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4. 4 Cluster 2 SLIDE 1

5. 5 SLIDE 2: SET INPUT AND OUTPUT INDICATORS Slide 2 uses data for 2010 for 6 science & technology input and 3 output variables as a way of clustering HE institutions. These indicators are summarised in the Slide 2 data table. The notes below refer to the column labels at the foot of the table.

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7. 7 Cluster 2 SLIDE 2 Cluster 2

8. 8 SLIDE 3: BUS INPUT AND OUTPUT INDICATORS Slide 3 uses data for 2010 for 6 business & management input and 3 output variables as a way of clustering HE institutions. These indicators are summarised in the Slide 3 data table. The notes below refer to the column labels at the foot of the table.

9. 9 BUSINESS AND MANAGEMENT INPUT AND OUTPUT INDICATORS: BASED ON 2010 HEMIS DATA CLUSTERS INSTITUTIONAL TYPE Input indicators: based on 2010 HEMIS data Output indicators: based on 2010 HEMIS data Overall enrolment shape High-level enrolment shapeBUS staffing resourcesBUS outputs Masters plus doctors as % of total head counts in all programmes BUS enrolment s as % of total head count in all programm es BUS masters enrolments as % of total masters head count BUS doctors enrolments as % of total doctoral head count % of FTE academic staff in BUS programmes Ratio of FTE students in BUS to FTE academics in BUS BUS success rate: SET degree credits divided by SET FTE enrolments Ratio of BUS masters graduates to BUS FTE academics Ratio of BUS doctoral graduates to BUS FTE academics Cluster 1 UCTUniversities19%24%16%9%11%3885%2.210.15 ULUniversities11%16%13%3%9%3374%0.810.00 NWUUniversities6%15%28%14%16%4581%1.200.09 UPUniversities13%17%19%9%13%4477%1.880.06 RUUniversities16% 24%25%5%12%3180%1.120.05 SUUniversities23% 28%7%14%3480%1.840.03 UWCUniversities11% 13%4%2%12%2673%0.080.03 WITSUniversities22% 19%26%13%9%4774%2.910.09 Cluster 2 UFHUniversities9%18%0% 16%3970%0.00 UFSUniversities10%25%9%2%8%7161%0.600.06 UKZNUniversities12%21%14%6%9%5965%0.760.08 UVComprehensive5% 20%1%35%9%6670%0.000.11 WSUComprehensive1% 32%0% 16%4757%0.00 UZComprehensive4% 14%8%4%14%4171%0.270.02 MUTUoT0% 35%0% 14%9680%0.00 Cluster 3 UJComprehensive7% 41%24%19%20%4778%0.210.02 NMMUComprehensive8% 33%37%22%19%5070%1.130.11 UNISAComprehensive2% 42%41%11%27%15654%0.960.01 CPUTUoT3% 30%31%14%19%5177%0.160.02 CUTUoT2% 30%15%22%19%4370%0.040.00 DUTUoT2% 37%14%15%20%6170%0.070.03 TUTUoT3% 36%27%11%23%5466%0.080.02 VUTUoT1% 41%42%46%26%6177%0.050.03 Column AColumn BColumn CColumn DColumn EColumn FColumn GColumn HColumn I

10. 10 Cluster 2 SLIDE 3

11. 11 SLIDE 4: EDUCATION INPUT AND OUTPUT INDICATORS Slide 4 uses data for 2010 for 6 education programmes input and 3 output variables as a way of clustering HE institutions. These indicators are summarised in the Slide 4 data table. The notes below refer to the column labels at the foot of the table.

12. 12 EDUCATION INPUT AND OUTPUT INDICATORS: BASED ON 2010 HEMIS DATA Clusters Input indicators: based on 2010 HEMIS dataOutput indicators Overall enrolment shapeHigh-level enrolment shapeEducation staffing resourcesOutput indicators: based on 2010 HEMIS data Institutional Type Masters plus doctors as % of total head counts in all programmes Education enrolments as % of total head count in all programmes Education masters enrolments as % of total masters head count Education doctors enrolments as % of total doctoral head count % of FTE academic staff in Education programmes Ratio of FTE students in Education to FTE academics in Education Education success rate: SET degree credits divided by SET FTE enrolments Ratio of Education masters graduates to Education FTE academics Ratio of Education doctoral graduates to Education FTE academics Cluster 1 UCT Universities19%4%2% 5%1783%0.490.09 UFH Universities9%10%11%15%11%3182%0.440.27 UFS Universities10%17%9% 4876%0.300.10 UKZN Universities12%19%10% 9%4086%0.560.12 UL Universities11%5%6%12%5%3285%0.360.06 UP Universities13%30%4%8%7%10283%0.180.20 RU Universities16% 9%12% 7%1886%1.350.09 SU Universities23% 6%3%5%4%3684%0.850.24 UWC Universities11% 8%12%7%2783%0.510.21 WITS Universities22% 14%4%8%14%2185%0.290.03 UJ Comprehensiv es 7% 9%11%14%7%2680%0.310.10 NMMU Comprehensiv es 8% 17%3%10%9%4385%0.140.18 TUT UoT3% 7%5%14%5%5287%0.420.12 Cluster 2 NWU Universities6%48%10%12%15%7585%0.380.13 UNISA Comprehensiv es 2% 16%13%20%9%19177%0.250.09 UV Comprehensiv es 5% 11%18%3%9%5483%0.110.05 UZ Comprehensiv es 4% 37%18%15%25%6284%0.190.04 Cluster 3 CPUT UoT3% 12%8%17%9%3690%0.130.02 DUT UoT2% 3%1%8%2%4783%0.00 VUT UoT1% 0%2%0% 1490%0.00 Cluster 4 WSU Comprehensiv es 1% 17%54%69%10%7980%0.070.02 CUT UoT2% 15%23%38%13%4378%0.050.03 Column AColumn BColumn CColumn DColumn EColumn FColumn GColumn HColumn I

13. 13 Cluster 3 SLIDE 4 Cluster 4

14. 14 SLIDE 5: HUMANITIES INPUT AND OUTPUT INDICATORS Slide 5 uses data for 2010 for 6 humanities input and 3 output variables as a way of clustering HE institutions. These indicators are summarised in the Slide 5 data table. The notes below refer to the column labels at the foot of the table.

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16. 16 Cluster 2 SLIDE 5