Mathematics Immersion Model (MIM) Kapiolani Community College STEM - - PowerPoint PPT Presentation
Mathematics Immersion Model (MIM) Kapiolani Community College STEM - - PowerPoint PPT Presentation
Mathematics Immersion Model (MIM) Kapiolani Community College STEM Program Acknowledgements This research program was supported by a supplemental grant from the Tribal Colleges and Universities Program (TCUP) / National Science Foundation
Acknowledgements
This research program was supported by a supplemental grant from the Tribal Colleges and Universities Program (TCUP) / National Science Foundation (NSF). An IRB was obtained to conduct this research (IRB CHS# 23668) and assess its efficacy using student feedback.
Background / Introduction
The Mathematics Barrier in STEM: The Challenge of Calculus Readiness
- Prospective STEM students frequently encounter mathematics as a
barrier to degree completion
- Students often must complete pre-college level math in addition to
calculus prerequisites
- Such courses are “notoriously ineffective” at facilitating progress
toward and success in calculus
(The National Academies of Sciences, Engineering, and Medicine, 2016)
- The mathematics barrier most severely impacts Underrepresented
Minority (URM) students
- Introductory, “gatekeeper” mathematics courses have been
identified as a barrier to underrepresented students in STEM
- For URM students, the mathematics barrier is exacerbated by STEM
culture
(The National Academies of Sciences, Engineering, and Medicine, 2016; Toven-Lindsey, Levis-Fitzgerald, Barber, & Hasson, 2015; Yull, Denise, 2013)
Purpose
The MIM program aimed at implementing the following goals:
Provide students the opportunity to reach calculus level in
- ne semester through an immersive, accelerated program
Address students’ needs through a mentoring support system (Peer-Led-Unit-Session, or PLUS) Provide students with the opportunity to be engaged in Undergraduate Research Experience (URE)
Method: Program Structure
Key program features
- Daily immersion in mathematics
(1.5 hours/day)
- Three accelerated math courses
- Math 103: College Algebra
(5 weeks)
- Math 135: Elementary
Functions (5.5 weeks)
- Math 140: Trigonometry
(5.5 weeks)
- Built-in peer mentor support
via daily Peer-Led-Unit Session (PLUS)
- STEM Undergraduate Research
Experience (URE) course
College Algebra Elementary Functions Trigonometry
STEM Research Experience Peer Mentor Support: PLUS
Method: Student Recruitment
Pre-College Mathematics MIM Program
Prospective MIM students must:
- Be Native Hawaiian
and/or other underrepresented minorities*
- Have earned a “B” or
above in previous math course or referred by faculty
- Attend mandatory
meeting to discuss program and make sure it is a good match
Cohort Recruitment Pool
*The recruitment plan was structured to give preference first to Native Hawaiian, and then other underrepresented students, but we also welcomed all students who might have benefited from or were interested in joining MIM.
Method: Peer Mentors
Peer Mentor Recruitment
Experienced peer mentors Former MIM students MIM Mentor Responsibilities Provide support to MIM cohort during PLUS Participate in pre-semester and weekly training meetings Develop and run course content- related math activities
Lead Mentor (LM) Responsibilities Serve as liaison between instructor and mentors Meet with instructor, share weekly updates with mentors Lead PLUS activities Monitor PLUS and report to MIM staff and faculty
Method: Peer Mentor Training
Pre-Semester
- Orientation
- Introduction to mentors
- Introduction to program
- Skills Training
- Basic mentoring skills
- Approaching students and
being approachable
- Hands-on practice
Semester
- Weekly meetings
- Discussion of PLUS sessions
- Updates on course and students
- Instructor-led math training
- On-campus resource training
- Academic advising services
- Title IX for student leaders
- Weekly feedback from students
Results: Student Engagement
SP16
- 7 Mentors
FL16
- 2 original + 3 MIM1
SP17
- 2 original + 2 MIM1 + 2 MIM2
College Algebra Elementary Functions Trigonometry & Analytical Geometry
Results: Overall Success Rates in Accelerated Versus Non-Accelerated Throughout Program
59% N=186 55% N=110 74% N=42 46% N=108 85% N=41 50% N=36 16-week courses MIM courses
College Algebra Elementary Functions Trigonometry & Analytical Geometry
Results: Success Rates in Individual Courses
62% 68% 74% N=42 59% 85% N=41 50% N=36 Success rates at KCC for all 103/135/140 instructors (from Spring 2014 to Fall 2015) Success rates of MIM program
College Algebra 62% Elementary Functions 68% Compounded 42% Trigonometry & Analytical Geometry 59% Compounded 25%
MIM: 43% Results: Compound Success Rates
Success rates of all Math 103, 135, & 140 courses offered in the last four semesters prior to MIM implementation (from Spring 2014 to Fall 2015) at KCC
Results: Progression
Results: the Math 103 Effect in 135 & 140
TP B or higher Passed MIM TN C or lower Failed MIM FP C or lower Passed MIM FN B or higher Failed MIM
Sensitivity: Probability of passing MIM if B or higher was obtained in 103 Specificity: Probability of failing MIM if lower than B was obtained in 103 Cohen Kappa: 0 = agreement equivalent to chance. 0.1 – 0.20 = slight agreement. 0.21 – 0.40 = fair agreement. 0.41 – 0.60 = moderate agreement. 0.61 – 0.80 = substantial agreement. 0.81 – 0.99 = near perfect agreement 1 = perfect agreement.
𝑇𝑓𝑜 = 𝑈𝑄 𝑈𝑄 + 𝐺𝑂 ∗ 100 = 67% 𝑇𝑞𝑓 = 𝑈𝑂 𝑈𝑂 + 𝐺𝑄 ∗ 100 = 83%
𝑙 = 𝑈𝑄 + 𝑈𝑂 𝑂 − 𝑈𝑄 + 𝐺𝑂 𝑂 𝑈𝑄 + 𝐺𝑄 𝑂 + 𝐺𝑄 + 𝑈𝑂 𝑂 𝐺𝑂 + 𝑈𝑂 𝑂 1 − 𝑈𝑄 + 𝐺𝑂 𝑂 𝑈𝑄 + 𝐺𝑄 𝑂 + 𝐺𝑄 + 𝑈𝑂 𝑂 𝐺𝑂 + 𝑈𝑂 𝑂
k = 0.49
These indices suggest that MIM participants have a: 1) 67% probability of succeeding if they obtain a B grade or higher in 103 2) 83% probability of failing if they obtained a C in 103.
Results: the Math 103 Effect in calculus
TP A or higher Passed all calculus courses TN B or lower Failed one calculus course FP B or lower Passed all calculus courses FN A or higher Failed one calculus course
Sensitivity: Probability of passing calculus if B or higher was obtained in 103 Specificity: Probability of failing calculus if lower than B was obtained in 103 Cohen Kappa: 0 = agreement equivalent to chance. 0.1 – 0.20 = slight agreement. 0.21 – 0.40 = fair agreement. 0.41 – 0.60 = moderate agreement. 0.61 – 0.80 = substantial agreement. 0.81 – 0.99 = near perfect agreement 1 = perfect agreement.
𝑇𝑓𝑜 = 𝑈𝑄 𝑈𝑄 + 𝐺𝑂 ∗ 100 = 78% 𝑇𝑞𝑓 = 𝑈𝑂 𝑈𝑂 + 𝐺𝑄 ∗ 100 = 43%
𝑙 = 𝑈𝑄 + 𝑈𝑂 𝑂 − 𝑈𝑄 + 𝐺𝑂 𝑂 𝑈𝑄 + 𝐺𝑄 𝑂 + 𝐺𝑄 + 𝑈𝑂 𝑂 𝐺𝑂 + 𝑈𝑂 𝑂 1 − 𝑈𝑄 + 𝐺𝑂 𝑂 𝑈𝑄 + 𝐺𝑄 𝑂 + 𝐺𝑄 + 𝑈𝑂 𝑂 𝐺𝑂 + 𝑈𝑂 𝑂
k = 0.21
These indices suggest that MIM participants have a: 1) 78% probability of passing all calculus courses if they obtain an A grade or higher in 103 2) 43% probability of passing one calculus course if they obtained below an A grade in 103.
Results: PLUS Sessions
The result of a t-test (95% confidence) suggests a significant relationship between attending PLUS and succeeding in the MIM program (p=0.023 < 0.05).
Keep in mind….
Sample size for the entire program was 39 students, i.e not statistically strong.
One final statistic worth mentioning: MIM participants made it clear in the post-MIM evaluation that the most significant aspect of the program that contributed to their success in the program was the PLUS sessions & the student mentors, particularly Cohort 2 & 3.