Preparing Students Data-Driven World...school, high school, community college, and at CSUMB....
Transcript of Preparing Students Data-Driven World...school, high school, community college, and at CSUMB....
Preparing Studentsfor a
Data-Driven WorldDr. Judith E Canner
Associate Professor of StatisticsStatistics Program Coordinator
Why do students need statistics and mathematics?
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Help manage the earth’s natural resources
Fjallsjökull glacier in Iceland
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Reduce disease and improve medicines
Spiral strand of DNA
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Work for professional sports teams to make strategic draft picks
Jarvis Hayes, Darius Songalia, Mark Madsen and Rashad McCants. Image source: Keith Allison
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Improve voter targeting and assess the success of government policies and programs
President Barack Obama campaign rally in Urbandale, Iowa, 2012. Image source: White House
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Help protect human rights in developing countries
Yezidi children in an internally displaced person camp in Sharya, Iraq. Image source: Human Rights Data Analysis Group
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Advance computing through machine learning, speech recognition, and artificial intelligence
Data center
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Make industry more efficient and financial institutions stronger
Budweiser plant. Image source: Ryan Glenn
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Explore the secrets of the universe
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Prepare the next generation for the data driven world!
So, why should students study mathematics or statistics?
The opportunities are endless!
Mathematics and Statistics offers a wide variety of careers to choose from...
• Environmental statistician• Financial Analyst• Econometrician in financial services• Biostatistician• Data journalist• Director of analytics for a
professional sports team• Professor• Data analyst of marine life• Data scientist at a
software company• Consultant• Data Analyst
• Actuary• Operations Research• Statistician at a human
rights organization• Data scientist for a political
campaign• Statistician at the U.S.
Census Bureau• Mathematics Teacher• Animation Design• Clinical trial statistician at a
pharmaceutical company• Applied Mathematician
In fact, statistics and mathematics graduates are in high-demand across nearly every industry.
Most in-demand skills in 2019, according
to LinkedIn
Among the fastest-growing jobs. The McKinsey Global Institute predicts a
shortage of up to 190,000 people with the data analysis skills to work with Big Data.
California has a severe shortage of mathematics teachers in both middle schools and high schools!
Satisfying Job Opportunities
Most high-rank jobs require mathematical and statistical education.
Statistics and Mathematics education also offers a strong return on investment.
Jobs in Statistics and Mathematics are growing at a rate three times the national average (30% growth projected over the next 10 years)
A career in mathematics or statistics means choosing an exciting field where your work really matters.
thisisstatistics.orggetthefactsout.org
But it goes beyond career options....
So how does CSUMB prepare students for a
data driven world?
Year One
GE Math and Statistics Courses (B4)
Course Student Major Typical enrollment
Quantitative Literacy (MATH 100) Liberal studies, liberal arts 70
Finite Mathematics (MATH 115) Business, accounting 120
Pre-Calculus (MATH 130) STEM-intending 365
Introduction to Statistics (STAT 100) Social and health sciences 310
GE Structure• Co-Mingled• Cap of 36 students
Support Course Structure• 1 unit, meets once for 2 hours• Cap of 25 students
GE Math and Statistics Courses (B4)
Course Student Major Typical enrollment
Quantitative Literacy (MATH 100) Liberal studies, liberal arts 70
Finite Mathematics (MATH 115) Business, accounting 120
Pre-Calculus (MATH 130) STEM-intending 365
Introduction to Statistics (STAT 100) Social and health sciences 310
GE Structure• Co-Mingled• Cap of 36 students
Support Course Structure• 1 unit, meets once for 2 hours• Cap of 25 students
Innovative Pedagogy
GE Math and Statistics Courses (B4)
Course Student Major Typical enrollment
Quantitative Literacy (MATH 100) Liberal studies, liberal arts 70
Finite Mathematics (MATH 115) Business, accounting 120
Pre-Calculus (MATH 130) STEM-intending 365
Introduction to Statistics (STAT 100) Social and health sciences 310
GE Structure• Co-Mingled• Cap of 36 students
Support Course Structure• 1 unit, meets once for 2 hours• Cap of 25 students
Support Course Model
Prerequisite Math Knowledge
Support for Course Content
Study Skill Development
Participation in Support Courses significantly increased student pass rates compared to
previous remediation efforts
Great start, now what?
Mathematics and Statistics Department
Statistics Major
Mathematics Major
GeneralSubject Matter
Prep(Teaching)
New, as of Fall 2019
Statistics Minor
Math Minor
Mathematics and Statistics Department
Statistics Major
Mathematics Major
GeneralSubject Matter
Prep(Teaching)
New, as of Fall 2019
Statistics Minor
Math Minor
Statistics is one of the fastest growing undergraduate degree programs
*Impacted Campuses
Campus Degree Units Required MajorSan Diego BS 120 Statistics
San Francisco BS 120 Statistics
San Luis Obispo BS 180 Statistics
Sonoma BS/BA 120 Statistics
East Bay BS 120 Statistics
Monterey Bay BS 120 Statistics
CSUMB is the ● Least Expensive● Smallest● Closest to the beach
Mathematics and Statistics Department
Statistics Major
Mathematics Major
GeneralSubject Matter
Prep(Teaching)
New, as of Fall 2019
Statistics Minor
Math Minor
Accessible Data Science Courses
• We have major agnostic minors and course pathways accessible to transfer students and other majors.
• Statistics Minor (right)
• Data Science Minor (in planning)
• We have integrated data science into the lower division and general education curriculum at CSUMB
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Introduction to Statistics (GE)
Foundations of InferenceSTAT 100
Statistical Computing
Data Management and Reproducible Analysis
STAT 210
Generalized Linear Models
Supervised and Unsupervised Statistical Learning
STAT 410
Data Visualization (GE)
Multivariate and Interactive Visualization of Data
STAT 310
Accessible Data Science Courses
• Computer Science Minor• Allows students to
emphasize the computing aspect of data science
• Three-course pathways for Statistics and Computer Majors to minors!
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Problem Solving and Programming
Introduction to programming in C++CST 231
Intro to Data Structures
Intermediate programming in C++CST 238
Advanced Machine Learning
Supervised and Unsupervised Machine Learning
CST 463
Introduction to Data Science
Introduction to machine learning methods and analysis
CST 383
Accessible Data Science Courses• SBS 366/L: Research Methods for SBS: Quantitative Emphasis (4 units)• ENVS 350: Quantitative Field Methods (4 units)• MSCI 350: Quantitative Marine Science (4 units)• CHHS 385: Research Methods in the Social Sciences (3 units)• PSY 301/L: Advanced Psychological Statistics (4 units)• BUS 468: Business Analytics (4 units)• CST 383: Introduction to Data Science (4 units)• CST 463: Advanced Machine Learning (4 units)• BIO 410: Bioinformatics (4 units)• STAT 320: Nonparametric Statistics (4 units)• STAT 325: Experimental Design and Analysis (4 units)• STAT 330: Sampling Design and Analysis (4 units)• STAT 335: Data Simulation and Analysis (4 units)• STAT 421: Statistical Theory II (4 units)• STAT 440: Bayesian Inference (4 units)
BD2K@ CSUMB
Enhancing Diversity in Biomedical Data Science 2015 Big Data to Knowledge (BD2K) Grant (dR25)
– Research Program for Undergraduates– Curriculum Development– Faculty Development
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BD2K Scholars Program
• 8 weeks of paid research at UC Santa Cruz
• 85% of students are from underrepresented groups in data science (n=27)
– Ethnic/Racial Minorities (67%)– First Generation (70%)– Female (40%)
• 60% of graduated students accepted into Master’s or PhD Programs (n=19)
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Rethinking Research ExperiencesCourse Based Undergraduate Research Experiences (CUREs)
• Evidence-based practice that provides real research experience in the classroom
• Integrated in lower and upper division courses
• Involved 98 students in original research in 2019 just in statistics courses
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Rethinking Research ExperiencesCourse Based Undergraduate Research Experiences (CUREs)
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Mathematics and Statistics Department
Statistics Major
Mathematics Major
GeneralSubject Matter
Prep(Teaching)
New, as of Fall 2019
Statistics Minor
Math Minor
Subject Matter Preparation
• Courses in the concentration allow students to waive the CSET for Math
• Service Learning counts as their pre-credential classroom experiences
• Opportunities to work in classrooms as assistants or in our tutoring center
• Participate in math education research
Paths of Our Graduates Mathematics education
Our students are teaching mathematics at various levels including middle school, high school, community college, and at CSUMB.
Industries and governmentCapitol Insurance Group in Monterey, Cooperative Economic Empowerment Movement, Defense Manpower Data Center, Department of Defense, EpiData Center (Navy and Marine Corps Public Health Center), Institute for Tropical Marine Ecology, Looker, Microsoft, Nonprofit Insurance Alliance Group, San Diego International Airport (internship), etc.
Graduate schoolsBoston University, Brown University (School of Public Health), California Institute of Technology, Colorado School of Public Health, CSUCI, Massachusetts Institute of Technology (MIT), Oregon State University, Portland State University, SFSU, SJSU, SDSU, Stanford University, UCSB, UCSC, UCB, UCLA, UCSF, USC, University of Iowa, University of Wyoming, etc.
Scholarship and Research Opportunities
● UROC Scholars Program○ McNair Scholars Program
● California Coast Noyce Scholarship for future math teachers○ It supports up to 2 years ($10,000 per year)
○ In return for funding, scholars agree to teach for two years per scholarship year in a high needs school district.
● Mathematics & Science Teacher Initiative (MSTI) for future teachers
○ It offers up to $5,000 in stipends to work on Bachelor’s degrees.
○ It also supports various costs while working on teaching credential.
● Bruce W. Woolpert Mathematics Award
Preparing Studentsfor a
Data Driven World
csumb.edu/math
@csumbmathstat
CSUMBmath
Materials in this presentation adapted from thisisstatistics.org
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