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Completers and Wage Progression: Joining Wage Data and Student Records
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Completers and Wage Progression: Joining Wage Data and Student Records
Patrick Perry, Vice Chancellor
California Community Colleges Chancellor’s Office
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California Community Colleges
• 112 campuses• ~2.5 million students• Good UR data collection system (92-present)• Passed bill to become repository of CA EDD wage
data• Send all student SSN’s annually; return file
includes quarterly wage record matches• Have now built web-based tools to show wage
outcomes for graduates
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Methodology
• We are looking at wage outcomes for CCC award recipients (AA, AS, certificates down to 12 units)– Not looking at 4-yr transfers or non-completers
(yet)
• What is the wage return of the “terminal” CCC degree?
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Methodology
• Start with all award recipients in any given year.
• Remove from dataset any of the following if they occurred after date of award:– Still enrolled anywhere in CCC system– Transferred to any other institution outside system
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Methodology
• Match remaining non-enrolled/non-transferred award recipients by SSN with EDD quarterly wage records.– Sum of all quarterly wages = annual wage
(fiscal/academic year= Q3-Q4-Q1-Q2)– If any quarter in a calendar year has $1 or more of
wages, this is counted (need just one quarter’s worth of wages to be counted).
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Reporting
• We look at wages between 2 years prior through 5 years after date of award.
• Median (not average) wages reported at various time intervals.
• All wages adjusted to CA CPI (current dollars.)• Minimum n=10 matches for any reporting cell to
be disclosed.– Not all programs at all campuses meet this
threshold.
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Reporting
• Two different public views:– 5 years of graduates, by program (TOP/CIP),
degree type (AA/S, Cert.) statewide aggregation (maximizes # of programs reported) • Aka “Salary Surfer”; for students/counselors, paired
with program inventory– 8 years of graduates, by college, deg type, by
program aggregation (campus view)• Aka “Wage Tracker Data Mart Module”; for research,
local program review, policy audiences
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Salary Surfer
• http://testsite.cccco.edu/SalarySearcher/
• Measures latest 5 year running window of graduates median wages at:– 2 years before award date (previous employment)– 2 years after award date (roughly, starting salary)– 5 years after award date (roughly, journey salary)
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Salary Surfer: Data Mart
• CCCCO “Data Mart” is public application designed for research audiences to build their own queries
• Results downloadable, expanded datasets
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Wages by College by Program
• http://testsite.cccco.edu/ccccodatamart/outcomes/College_Wage_Tracker.aspx
• Measures median wages for 8 years of graduates at:– 3 years after award date
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OR
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Data Caveats
• EDDUI Data contains wages of occupations covered by CA Unemployment Insurance
• Excludes military, federal government, self-employed, out of state and unemployed
• No way of determining part time or full time wages. Hours worked not in the EDDUI data.
• Only students with SSNs counted.
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Analysis Caveats
• Data reflects only the wage outcomes of award earners who remained in CA.
• Region/locale within CA significantly impacts wages.
• Wages are not necessarily from employment associated with a particular award discipline; no information on job or whether degree/job match.
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Overall Wages• Statewide median for wages 5 year after award:
– $52,700 for Associate Degrees– $49,700 for Certificates.
• Of those that earned associate degrees:– ~50% had wages >$54,000 (equal to median income for CA residents
with BA/BS as highest degree (2011 Census ACS). – ~25% had wages >$81,000 (higher than the median income for CA
residents with MA/MS as highest degree ($72,000)). • Median wages 5 years after award for students with:
– Vocational associate degrees: $66,600– Non-vocational associate degrees: $38,500
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Rollout
• All modules in beta; will go live mid-June