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. 2019 Fall;18(3):ar38. doi: 10.1187/cbe.18-07-0126

TABLE 4.

Significant predictors of outcomes (p < 0.01) and their respective odds ratios and 95% odds ratio confidence intervals (CI) from hierarchical logistic regressionsa

Outcome Step Predictor Odds ratio Odds ratio 95% CI
Subsequent individual research experience 0 Constant 0.002
1 SAT score 1.003 1.001–1.004
1 STEM major at matriculation 8.424 2.995–23.692
2 Participation in UMARL 1.534 1.141–2.034
STEM major at graduation 0 Constant 0.004
1 Asian or Pacific Islander 2.947 1.402–6.196
1 SAT score 1.002 1.001–1.004
1 STEM major at matriculation 6.234 3.487–11.145
1 Number of semesters in introductory biology lab 1.958 1.391–2.756
2 Participation in UMARL 1.560 1.135–2.145
Graduation in 4 years or fewer 0 Constant 0.025
1 Female 1.657 1.268–2.166
1 SAT score 1.002 1.001–1.003
1 Research course credit 1.487 1.282–1.723
1 Number of semesters in introductory biology lab 1.731 1.308–2.291
2 Participation in UMARL 1.564 1.200–2.040
Graduation with honors 0 Constant 0.000
1 SAT score 1.008 1.006–1.009
2 Participation in UMARL 1.707 1.262–2.311

aThe effect of each predictor on the outcomes was accounted for in step 1 of the hierarchical logistic regression, before determining the effect of participating in UMARL (step 2) on the likelihood of gaining individual research experiences, graduating with a STEM major, graduating in 4 years, and graduating with honors.