From a Culture of Guesstimates to a Culture of Evidence

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From a Culture of From a Culture of Guesstimates to a Guesstimates to a Culture of Culture of Evidence Evidence

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From a Culture of Guesstimates to a Culture of Evidence. About Speakers. Blaine Bennett Dick Whipple Hector Gonzales Michael Taft Michael Nguyen. About SWTJC. Large service area 11 Counties (16,812 sq. miles) HSI - 82% 50%+ need remediation 42% financial aid AtD 2005 – Round 1. - PowerPoint PPT Presentation

Transcript of From a Culture of Guesstimates to a Culture of Evidence

Page 1: From a Culture of Guesstimates to a Culture of Evidence

From a Culture of From a Culture of Guesstimates to a Guesstimates to a

Culture of Culture of EvidenceEvidence

Page 2: From a Culture of Guesstimates to a Culture of Evidence

About SpeakersAbout Speakers Blaine BennettBlaine Bennett Dick WhippleDick Whipple Hector GonzalesHector Gonzales Michael TaftMichael Taft Michael NguyenMichael Nguyen

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About SWTJCAbout SWTJC Large service areaLarge service area

11 Counties (16,812 sq. 11 Counties (16,812 sq. miles)miles)

HSI - 82%HSI - 82% 50%+ need 50%+ need

remediationremediation 42% financial aid42% financial aid AtD 2005 – Round 1AtD 2005 – Round 1

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About AtDAbout AtD AtD GoalsAtD Goals Increase percentage who:Increase percentage who:

Succeed in dev ed classesSucceed in dev ed classes Enroll / succeed in Enroll / succeed in

gatekeeper classesgatekeeper classes ReturnReturn GraduateGraduate

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Fall 2005 – Data difficult to acquire. Fall 2005 – Data difficult to acquire. Need to know what’s going on (AtD Need to know what’s going on (AtD data driven) with students. data driven) with students.

Began development of a student data Began development of a student data warehouse - Estudiaswarehouse - Estudias

Wanted to study the dev-ed to gateway Wanted to study the dev-ed to gateway process more closelyprocess more closely (e.g. How long does it take a student to go (e.g. How long does it take a student to go

through dev-ed and complete the gateway through dev-ed and complete the gateway course?)course?)

In The Beginning…In The Beginning…

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Data and Data and Questions?????Questions?????

Is data readily accessible for real Is data readily accessible for real time planning & decision making?time planning & decision making?

Can advisors readily access a Can advisors readily access a comprehensive look at a student?comprehensive look at a student?

Can cohorts of students be easily Can cohorts of students be easily identified ? identified ?

Can gaps in student progress be Can gaps in student progress be readily identified?readily identified?

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Example: Example: Completion Rates?Completion Rates? Hard to get basic info from Hard to get basic info from

DatatelDatatel Solution: Estudias Data Solution: Estudias Data

WarehouseWarehouse

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Developmental placement?Developmental placement? Success rates? Duration?Success rates? Duration?

By course, faculty, cohort, high school, By course, faculty, cohort, high school, placement score, modes of instructionplacement score, modes of instruction

Which are the gateway courses?Which are the gateway courses? Post-gateway success?Post-gateway success?

Probability, time-to-degree/transferProbability, time-to-degree/transfer Interventions?Interventions?

What kind? What audience? Do they What kind? What audience? Do they work?work?

Access to Data Leads Access to Data Leads to More Questionsto More Questions

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Levels were tied with course enrollment to Levels were tied with course enrollment to gauge a student’s capacity for success in a gauge a student’s capacity for success in a course.course.

Prior to Estudias, a student/advisor would see Prior to Estudias, a student/advisor would see something like this in the course description:something like this in the course description:

Student must be at math level 1 to enroll; Student must be at math level 1 to enroll; i.e., Accuplacer 30 or greater.i.e., Accuplacer 30 or greater.

Before EstudiasBefore Estudias

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Developmental prerequisites at this time Developmental prerequisites at this time were were

best guesstimates!best guesstimates!

Before EstudiasBefore Estudias

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From guesstimates From guesstimates to evidenceto evidence

Placement ranges were not Placement ranges were not based on refined data analysisbased on refined data analysis

Cutoff scores hard to Cutoff scores hard to remember, many tests, course remember, many tests, course completionscompletions

Data were not fine-grained / Data were not fine-grained / diagnosticdiagnostic

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Looking at class and test history, impossible to see where student is in dev ed sequence

Too Much Data, Not Too Much Data, Not Enough Information Enough Information

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SolutionSolution Logistical regression on Logistical regression on

scoresscores Incorporate gradesIncorporate grades Higher grades = higher Higher grades = higher

scoresscores Bottom Line

Test History

Class History

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ExampleExample

Susan SmithSusan Smith Accuplacer 78 (high Accuplacer 78 (high

level 2)level 2)

Aaron AbelAaron Abel Accuplacer 63 (barely Accuplacer 63 (barely

level 2)level 2)

Although these students are both in Level 2, they are very different students

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Solution: new level Solution: new level based on better based on better

datadata

The score accurately reflects the fact that each of these students has completed one developmental class and more precisely illustrates the differences between them

Old Old LevelLevel

New New ScoreScore

Aaron AbelAaron AbelAccuplacer 63 (barely Accuplacer 63 (barely level 2)level 2) Passed Level 2 with a Passed Level 2 with a DD

Level Level 22

Low Low Level Level 200200

Susan SmithAccuplacer 78 (almost Accuplacer 78 (almost level 3)level 3) Passed Level 2 with a Passed Level 2 with a AA

Level Level 22

High High Level Level 275275

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Data and Data and Questions?????Questions?????

Can advisors readily access a Can advisors readily access a comprehensive look at a student?comprehensive look at a student?

Can cohorts of students be easily Can cohorts of students be easily identified ? identified ?

Can gaps in student progress be Can gaps in student progress be readily identified?readily identified?

Is data readily accessible for real Is data readily accessible for real time planning & decision making?time planning & decision making?

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Example: Bubble Example: Bubble StudentStudent

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Find Bubble Students

Credits > 50 GPA > 2.5 Math: Level 2

(high)

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Compare Cohorts

Started 2005 FAPerformance of: Cohort 1: Placed into Level 2 Cohort 2: Placed into Gateway

How many completed Gateway over time?

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Examine Cohort in Detail

Cohort 1: 2005FA, placed into Level 2.

How many: Enrolled in Level 2 Completed Level 2 Enrolled Gateway Completed Gateway

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Examine Cohort in Detail

How many: Enrolled in Level 2, Completed Level 2, Enrolled Gateway, Completed Gateway

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QuestionsQuestions Blaine BennettBlaine Bennett

[email protected]@swtjc.cc.tx.us Dick WhippleDick Whipple [email protected]@swtjc.cc.tx.us Hector Gonzales Hector Gonzales

[email protected]@swtjc.cc.tx.us Michael Taft Michael Taft [email protected]@zogotech.com Michael Nguyen Michael Nguyen [email protected]@zogotech.com

Slides at: www.zogotech.com/atd