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Contents. Understanding postsecondary outcomesIdentifying graduates and tracking cohortsIdentifying groupings of studentsTracking college enrollmentTracking college retention and graduationTracking employmentDeveloping an online survey for seniorsDeveloping a FAFSA tracking systemLinking datasets for reporting.
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1. Kelly Sparks
Department of Postsecondary Education and Student Development
Chicago Public Schools
Jenny Nagaoka
Consortium on Chicago School Research
at the University of Chicago
3. 1. Understanding Postsecondary Outcomes College aspirations (Senior survey): educational aspirations, parent aspirations for student
College application process (Senior Exit Questionnaire): college plans, college applications completed, college acceptance
Financial aid (FAFSA tracking system): FAFSA completion, Pell and other grant eligibility, EFC
College enrollment (NSC data): college enrollment, college retention, college graduation
Employment outcomes (IDES data): employment, sector, income
4. 2. Identifying graduates and tracking cohorts
Create rules for identifying high school graduates
Based on how your school district tracks graduation data
Create rules for how graduates are attached to a cohort
Based on how you want to report data
Necessary for trending data
5. Create rules for identifying high school graduates Things to consider
Who counts as a graduate? Traditional diploma, alternative diploma, program completion, or GED?
What are the points in time when a student can graduate? Spring, summer, winter, or some other time period?
What time of year should you create your graduates file?
6. Create rules for identifying high school graduates What CPS does
A graduate is anyone who
Was enrolled in a high school at some point during the year of graduation and
Received a HS diploma, graduated from an alternative school or received a GED (based on CPS leave codes tracked in student information system)
During January, June, or August graduation
The graduates file is created in early October in order to account for August graduates
7. Create rules for how graduates are attached to a cohort
Things to consider
How do you want to report your data across time?
How do you ensure graduates are not included in multiple cohorts?
8. Create rules for how graduates are attached to a cohort What CPS does
Cohorts are identified as
“Graduating class of [year]”
Match school year (2006 cohort is 2005-2006 school year) and
Include January, June, and August graduates
Students are attached to a cohort the first time they are given a graduation leave code
If a student shows up later as a graduate again, the student remains with the first cohort and is removed from the later cohort
9. 3. Identifying groupings of students
Identify student groupings that can help to inform practice
Things to Consider
What data you have in existing data systems that you can use to create student groups?
10. Identifying groupings of students What CPS does
Qualifications: GPA, ACT scores, college access categories, advanced course enrollment
Programs: IB program, ETC participation, early college
Demographics: gender, race/ethnicity
School type: selective enrollment, neighborhood, charter
11. Identifying groupings of students Data systems CPS uses to create groupings
Data from student information system to group students by qualifications and demographics
CPS database to track school type
Various mechanisms to track program participation (some are based on course enrollment and some are based on external tracking)
12. 4. Tracking college enrollment
Request data from NSC based on graduates and cohorts identified
Identify how to determine a student’s first enrollment
Connect to external databases for grouping colleges and universities
Determine key indicators for reporting
13. Things to consider
What time of year should you request data from NSC?
What time period should you use for your search dates?
What group of students do you start tracking? Do you start with the current graduating class or go back in time?
How long should you continue to request data for cohorts?
14. What CPS does
Data is requested at the end of February each year (February 08 for 2007 graduates)
Timeframe recommended by NSC in order to have most accurate first semester data
Use August 15 for the first time requesting a cohort (based on August graduation date)
Use February 1 for requesting cohorts previously requested (based on February request date)
Initial request to NSC was for cohorts back to 1998
Began reporting for current graduating class at the time (2004)
Request data for 10 years for each cohort Request data from NSC based on graduates and cohorts identified
15. Things to consider
In what time frame do you expect a student to enroll in college the first time?
How do you deal with students that have multiple enrollment records?
16. What CPS does
Track student enrollment in first semester of college
Include only students that have enrolled in college by November 1 after high school graduation
Keep only one record per student
For students with multiple records, keep records based on the following rules
Different enrollment type (full time, part time, less than part time)
Keep the highest enrollment type (Full time over all other types. If no full time, then part time over less than part time.)
Same enrollment type, different school type (4 year, 2 year, less than 2 year)
Keep the highest type of school (4 year over all other types. If no 4 year, then 2 year over less than 2 year)
Same enrollment type and same type of school
Keep the last record based on term start
17.
Things to consider
What external databases are available to use?
How do you want to group college and universities to better inform practice?
18.
What CPS does
Uses college information included with NSC data
Uses Barron’s data
Uses IPEDS data
Creates college groupings based on all three sources
19. Sources used for grouping and getting information about collegesLinking data to other data sources NSC data (includes ope id): two-year v. four-year, in-state v. out-of-state, public v. private
Selectivity (hand entered): Barron’s competitiveness categories
IPEDS data (linked to NSC by ope id): hbcu, graduation rate, retention rates, Carnegie classification, tuition, average amount of aid received by type, enrollment demographics, percent admitted, etc.
http://nces.ed.gov/ipeds/
20. College categories included in NSC data
Existing variables in the NSC:
Colltype: two-year (less than two-year) v. four-year
Collstate: use to create in-state v. out-of-state
Collcontrol: public v. private
21. Barron’s Selectivity Ratings CCSR categorizes colleges by their selectivity using categories that are based on 2005 Barron's Profile of American Colleges. This college ranking system rates four-year colleges on the academic qualifications of the students who attend the college (e.g., ACT or SAT scores, GPA, and class rank), as well as the percentage of applicants who are accepted. These data were hand entered and linked by college FICE code.
22. IPEDS Data Linked to NSC by ope id
Variables include: hbcu, graduation rate, retention rates, Carnegie classification, tuition, average amount of aid received by type, enrollment demographics, percent admitted
Further information at: nces.ed.gov/ipeds/
23. Determine key indicators for reporting What CPS does
Overall enrollment
Enrollment in 4 year institutions
Enrollment in highly selective institutions
Full-time enrollment
Enrollment by race and gender
Enrollment by GPA and ACT
24. 5. Tracking college retention and graduation
Use data requested from NSC
Develop a definition of retention and graduation
Determine key indicators for reporting
25. Use data requested from NSC Things to consider
How should you request data for cohorts in years subsequent to the first request?
How long should you request data for cohorts?
26. Use data requested from NSC What CPS does
After first request, continue to request files annually for every cohort
Data is requested for each cohort from February of the prior year to the date of the data request made in February
Data is requested for 10 years after the cohort’s graduation year
27. Develop a definition of retention and graduation Things to consider
How should you track retention? What is the group of students you want to track forward?
How do you account for students that drop out and re-enroll?
What does graduation mean? Bachelor’s degree, Associate’s degree, or certificate?
28. Develop a definition of retention and graduation What CPS does
Identify students who were enrolled in spring semester as the cohort
One year retention: compare them to the fall enrollment of their second year in college
Two year retention: compare them to fall enrollment of their third year in college
Three year retention: compare them to the fall enrollment of their fourth year in college
Students that do not show an enrollment record for a given year are counted as not retained and removed from the cohort for tracking enrollment in subsequent years
Current analysis does not account for students re-enrolling
Formal graduation reports have not been developed
Current analysis looks at completion instead of graduation—any degree or certificate completion is counted
29. Determine key indicators for reporting What CPS does
Break out data into retention of students enrolled at 4 year institution and retention of students at 2 year institution
Graduates still enrolled in the fall
at 4 the same institution, another institution or no longer enrolled
Retention rates by gender and race
Retention rates by high school GPA and ACT
30. 6. Tracking employment
Request data from your state department of employment security
Governed by Perkins Act
Determine key indicators for reporting
31. Things to consider
What student data will you need to provide the department of employment security?
What timeframe should you request data for?
How do you deal with students with multiple employment records?
32. What CPS does
Request data from Illinois Department of Employment Security (IDES)
Match based on SSNs
Allow students one year to be employed before requesting data
Initial request for a cohort made in December one full year after graduation (data for 2006 cohort made in December 2007)
Request data for four quarters at a time
Dictated by IDES
Keep all employment records for students
Indicators are based on averages and medians
33. What CPS does
Break out data by students enrolled in college and students not enrolled in college
Employment in first quarter (October to January)
Employment for full year (October to October)
Average quarters worked
Median annual earning
Average number of jobs held
34. 7. Developing an online survey for seniors
Develop survey questions
Identify online delivery mechanism
Determine administration timeline
Determine key indicators for reporting
35. Develop survey questions Things to consider
What are the most important things you want to know from students?
How long should the survey be?
What other surveying is being done that you should coordinate with?
36. Develop survey questions What CPS does
Used to validate student SSNs stored in student information system
Asks students about all postsecondary plans (college, work, military, apprenticeships, and other)
Asks students targeted questions based on their identified postsecondary plans
Typical survey time is 15 minutes
Survey employs numerous skip patterns so students are only asked questions relevant to their situation
Coordinates all surveys of seniors being done by various departments into one instrument
37. Sample questions from CCSR senior survey These are examples of questions that were asked on CCSR’s biennial survey. Similar questions also could be asked in another format survey, such as an online survey like CPS’s Senior Exit Questionnaire. The full surveys are available at: ccsr.uchicago.edu/surveys
What is the highest level of education you plan to complete? (high school diploma, technical/vocational school certificate, two-year college degree-AA, four-year college degree BA/BS, graduate degree- MD/MA/PhD/MBA
What do you think your parents/guardians want you to do next year? (go to college, work full-time, join the military, other, don’t know)
Since you started high school have you: (yes/no)
Attended college fairs
Spoken with college representatives
Visited out-of-state college campuses
Has anyone in your school discussed the following with you: (did not discuss, discussed briefly, discussed in depth)
How to decide which college to attend
How to pay for college
Different admissions requirements among four-year colleges
38. Identify online delivery mechanism Things to consider
What delivery mechanism will be most accessible to students?
How do you ensure you can track individual student responses to connect survey data to other datasets?
What quality control mechanisms can you put in place to ensure data integrity?
What do you count as a complete survey?
39. Identify online delivery mechanism What CPS does
Uses unique URL through CPS website
Available via internet so students can complete the survey outside of school
Students are able to go back and continue their survey if they were not able to finish it the first time through
A file of eligible students is preloaded into a database that drives access to the survey
Students login to complete the survey using their CPS ID and their birth date
Controls are placed on questions to limit students to one answer or to allow for multiple responses
Controls are used to make certain questions require an answer before continuing the survey
Link to IPEDS data to pre-populate the response set for questions that asks students about the colleges where they have applied or been accepted
Students must check a box at the end of the survey to say they have completed the survey
Only surveys with the box checked at the end are counted as complete
40. Determine administration timeline
Things to consider
What is the best time to administer the survey?
Who should be eligible to take the survey?
How do you ensure a high completion rate?
41. Determine administration timeline What CPS does
Survey administration begins on May 2 (after national decision day-May 1) and continues through the first week of June (just before graduation)
Same timeline used every year
All active seniors at the time of survey administration are eligible to take the survey
January graduates can take the survey if schools identify those students
Every school has a survey administrator responsible for ensuring students complete the survey
Student level reports are available weekly to schools so they can identify who has completed the survey and who has not
Schools determine their own process for administration—some schools tie prom tickets or graduation tickets to survey completion
District administrators receive weekly reports on school completion rates and follow up with schools that have low completion rates
42. What CPS does
Students planning to continue their education
Students planning to attend a four year institution
College applications
College acceptances
Scholarship applications
Concrete plans
Accepted to college they plan to attend
43. 8. Developing a FAFSA tracking system
Request FAFSA completion data from agency responsible for overseeing state FAFSA data
Develop delivery system that allows real time reporting while keeping student data secure
Determine key indicators for reporting
44. Request FAFSA completion data from agency responsible for overseeing state FAFSA data
Things to consider
What student data will you need to provide to request FAFSA completion data?
What student-level data is available for you to request?
How frequently can you request updated data?
45. Request FAFSA completion data from agency responsible for overseeing state FAFSA data What CPS does
Request data from Illinois Student Assistance Commission (ISAC)
ISAC is agency that determines student eligibility for state grants
Match is based on SSN only
Request FAFSA completion, eligibility for the Pell grant, eligibility for Illinois state grants, and schools listed on FAFSA
EFC data was requested but cannot be shared at the student level—aggregate EFC data is provided
Updated data is requested weekly
46. Develop delivery system that allows real time reporting while keeping student data secure Things to consider
What systems are available within your school district to make student-level FAFSA data available to schools?
What solution provides easy access for school staff to access the data?
47. Develop delivery system that allows real time reporting while keeping student data secure What CPS does
Use a CPS website where school staff can access the data
Data is updated weekly as it is received from ISAC
Access to the student data is based on Active Directory so school staff can only access data for the students at their school
Active Directory allows users to sign on using their CPS user ID and password and limits data access based on their user ID
Report provides student list that can be sorted by student ID, student name, FAFSA completion, or grant eligibility
Weekly reports are provided to district administrators that show FAFSA completion rates by school
Reports rank schools by percentage increase from prior week
48. Determine key indicators for reporting What CPS does
Overall FAFSA completion
FAFSA completion by date
Grant eligibility
Completion by race and gender
Completion by GPA and ACT
49. 9. Linking datasets for reporting Link postsecondary datasets to enhance findings
Things to consider
How can you link your postsecondary datasets to better understand your postsecondary outcomes?
50. Linking datasets for reporting What CPS does
Link senior survey data to NSC data when reporting college enrollment
Report college enrollment rates of students planning to attend college to those not planning attend college
Report college enrollment rates of students with concrete college plans to students without concrete college plans
Link NSC data to employment data when reporting employment
Report employment of students enrolled in college to employment of students not enrolled in college
Link postsecondary datasets to program participation data