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Lifting the Lid on Completion Rates
Alice Bednarz AVETRA Conference, 2012
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Problems 35 100 Completion rate = 35%
Say stuff about different levels of completion rates, and what a cohort is, here. These students could be students enrolled in a course, students enrolled in a subject, or apprentices and trainees with a contract of training, or particular sub-groups of students, such as full-time students under 25. A group of entities who started at the same time are called a cohort. The type of completion rate determines which cohort we need to track. Need to wait for the course duration to elapse Can take many years to occur Reduces the usefulness of the data Completions not reported immediately Instead, consider a “tracking window”, then estimate the true completion rate Completion rate = 35% 100
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Completion rates overview
Several different levels: Qualifications Subjects Apprentices and trainees Subgroups (e.g. students under 25) Track a certain group of entities Called a ‘cohort’
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Completion rate – 3 components
Who or what are we tracking? How long are we tracking them for? How is the rate calculated?
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VET qualifications Qualification completion rate (course completion rate) Qualification 2 Qualification 1 Completed Cancelled 3 years Subject completion rate (load pass rate) Subject 1 Subject 2 Passed Failed/withdrew hours studied by those who passed total hours committed to by all students 1 year
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Apprentices & trainees
Cancelled Contract completion rate Contract 1 Contract 2 Completed 4 years 1 quarter or Individual completion rate Completed Cancelled A contract completion rate refers to the proportion of contracts of training started in a given time period that have since been completed. An individual completion rate is an estimate of the proportion of apprentices and trainees who started in a given year and who eventually completed their training in the same occupation in which they began, but not necessarily with the same employer. 4 years
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Estimating course completion rates
Commencing Commencing ? Continuing Continuing Quit Quit Completed Completed 1 1 Commencing Continuing Completed
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Transition probabilities
2007 2008 2009 2/5 =0.4 commencing quit commencing continuing completed 2/5 =0.4 commencing continuing commencing quit commencing continuing 1/5 =0.2 commencing completed continuing continuing continuing
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Markov Chain model 0.3 0.4 0.2 0.1 0.6 1 Commencing Continuing Quit
Completed 1
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Probability of eventually completing
commence continue quit complete or p1 p3 commence continue quit complete q3 q1 Talk about assumptions and limitations here
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Assumptions and Limitations
2nd yr onwards, student behaviour remains constant. Limitations: Model cannot be validated. Too difficult to match students across > 3 years. 0.2 0.3 0.6 0.1 0.4 Commencing Continuing Quit Completed 1
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Latest estimates – VET students
Cohort Commencing in Estimated qualification completion rate (%) Subject load pass rate Students enrolled in AQF qualifications 2008 28 80 Full-time students aged 25 yrs and under enrolled in AQF qualifications 37 78
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Completion rates by level
Full-time students, aged 25 years and under, commencing in 2008 AQF Qualifications Estimated qualification completion rate (%) 2008 Subject load pass rate (%) 2008 Diploma and above 35 79 Certificate IV 34 75 Certificate III 46 80 Certificate II 32 71 Certificate I 31 69 TOTAL 37 78
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Is completing a qualification beneficial?
Yes, but size and type of benefits vary (Karmel and Fieger, NCVER, forthcoming) Compared the payoff associated with completing, versus not completing Outcome Average payoff to completion (%) Proportion with a positive pay-off (%) Completion has highest payoff for... Employed after training 22 98 Not employed before training (108%) Further study 123 99.9 Cert. I & II (275%) If you complete, you’re 123% more likely to go on to further study than if you don’t complete. If you complete, you’re 22% more likely to be employed after training than if you don’t complete. If you complete, your wage will be approximately 0.3% higher than if you didn’t complete. 98% of students will have some degree of gain, but the highest payoff associated with completing vs not completing will be for those who weren’t employed before training. Everyone is more likely to go on to further study if they complete versus if they don’t complete. This makes sense. The group who are most likely to go on to further study if they complete are Certificate I and II students.
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Where to now? Calculate completion rates for different subgroups of students, not just broken down by level and by state e.g. for ‘unemployed before’ vs ‘employed before’ Completion particularly important for: not employed before training (employment after) Cert I/II (further study) Policy: target those who have the highest payoff associated with completing.
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Additional slides
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Do students intend to complete?
NCVER Student Intentions Survey Surveyed ~ 11,000 students Randomly selected sample, stratified by type of training provider 93% of students enrolled to start a VET course in February 2011 intend to complete it. 7% of students enrolled to start a VET course in February 2011 intend to complete subjects only. Four months after training commences, of those students who intended to complete the course: 68% are still in training 19% report to have completed the course 13% left without completing the course.
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Benefits of completing – more details
For each student, look at an outcome, such as the probability of being employed, conditional on first the student completing the course and second on not completing it. The ratio of the outcome if they complete vs the outcome if they don’t complete gives us a pay-off function. Fit a model based on graduates’ data only Fit a second model based on non-completers’ data only Pr(employed after training | graduate) Pr(employed after training | non-completer) = 1.22 Therefore pay-off associated with completing = 22% (Same student, substituted into 2 different models)
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Completion rates – apprentices & trainees
Commencing in Trades (%) Non-trades (%) Contract completion rate 2006 45 53 Individual completion rate 56 54 Projected contract completion rate Dec. quarter 2010 46 60 Completion rate
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Benefits – apprentices and trainees
Average income in last week of apprenticeship Average income upon completion % increase Trade apprentices $36,600 $52,500 43% Non-trade apprentices $40,700 $45,900 13%
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