Predicting Academic Success: Biology Students at FIU Danilo Le Sante Florida International University
FIU Biology/Marine Biology Fall 2014: 4,584 active majors FTIC (n=877): -79% first-to-second year retention rate -56% graduation rate FTIC (n=1,589) -81% first-to-second year retention rate
Overview How can we improve the success of First-Time in College Biology students? Distribution Academic profile Course performance Retention & Graduation Key predictors Comparative analysis
Sample
FTIC Biology: Distribution by High school GPA (W)
FTIC Biology: One-Year Retention & HS GPA (W)
CategoryHS GPA Range HS GPA Constant Beta Coefficient LogitOdds Odds Probability Retention Rate Total (n) 1Less than 3.0Reference Group-27% %52% %74% %80% %88% %91% %94% %87%60 Overall79% FTIC Biology: Logistic Regression
FTIC Biology: Graduation Rate by Retention and HS GPA (W) Graduation Rate of Retained Students: - HS GPA (W) less than 3.75: 39% (n=126) - HS GPA (W) 3.75 or higher: 82% (n=301) Graduation Rate of Students not Retained (first-year): - HS GPA (W) less than 3.75: 12% (n=12) - HS GPA (W) 3.75 or higher: 64% (n=54)
FTIC Biology: Other Findings First Term GPA Graduation Rate of Retained Students: - First term GPA less than 3.25: 44% (n=162) - First term GPA 3.25 or higher: 82% (n=301) First-year GPA Graduation Rate of Retained Students: - First-year GPA less than 3.00: 36% (n=104) - First-year GPA 3.00 or higher: 80% (n=324)
FTIC Biology: HS GPA (W) and First-Year GPA
Retention Rate of Biology Students Retention Rate of Students who Passed Retention Rate of Students who Failed Coursen%n%n%Rate Difference SLS %56481%2349%32% ENC %44382%3851%31% ENC %33587%4051%36% CHM %20887%9968%19% CHM 1045L30580%26984%3661%23% PSY %25783%3662%21% BSC %27087%5864%23% BSC 1010L31382%24588%6864%24% BSC %10495%4368%27% MAC %23789%19669%20% Weighted Avg.-80%-87%-61%25% FTIC Biology: Retention and Course Performance Retention rate based on passing/failing common first-year courses:
MAC 1105 College Algebra BSC 1010 Gen. Biology I ENC 1101 Writing & Rhetoric I Grade Earnedn%n%n% A to B+ ( ) 9985%23984%24767% B to B- ( ) 6366%16467%7848% C+ to C ( ) 7764%5350%2537% C- to D- ( ) 3352%38%314% F (0.00) 2923%13%1 DR 4535%1026% FTIC Biology: Performance in Key First-Year Courses Graduation rate based on grade earned in key course:
FTIC Biology: Performance in Post-First-Year Courses Number of course attempts in relation to graduation Example: GraduatedDid not Graduate On-Time Class First Attempt n% First-Year GPA 1 Att2 Att3+ Attn% First-Year GPA 1 Att2 Att3+ AttTotal MAC 2311 Calculus I PASS26985% % NOT PASS14560% %
FTIC Biology: Distribution by High school GPA (W)
FTIC Biology: Distribution by High school GPA (W)
FTIC Biology: One-Year Retention & HS GPA (W)
FTIC Biology: One-Year Retention & HS GPA (W)
Odds Comparison between and HS GPA RangeOdds Odds Probability Retention RateOdds Odds Probability Retention Rate Less than %--62% %52% %69% %74% %69% %80% %77% %88% %84% %91% %91% %94% %93% %87% %93%
Retention and Course Performance CourseRate Difference SLS %27% ENC %28% ENC %23% CHM %7% CHM 1045L23%17% PSY %27% BSC %26% BSC 1010L24%21% BSC %6% MAC %10% Weighted Avg.25%19% Difference in retention rate based on passing/failing common first-year courses:
Key Findings High School GPA (weighted) was a strong predictor of retention HS GPA (W) was correlated with first-year GPA at FIU Graduation rate was affected by HS, first term, and first year GPA Performance in gateway courses affected retention and graduation rates
Recommendations Disseminate information to faculty and staff GPA requirement? Monitor course performance Implement a “BA” track Additional support (i.e. tutoring, learning assistants) Collaboration with Chemistry department Behavioral assessment?