Skip to content
  • Students & Alumni
    • Overview
    • Career Services
    • Alumni Relations
    • Student Support
    • Graduate Resource Library
  • News
  • Events
    • Events Calendar
    • Luskin Summit
    • Luskin Lecture Series
    • California Policy Briefing
    • Commencement
  • Students & Alumni
    • Overview
    • Career Services
    • Alumni Relations
    • Student Support
    • Graduate Resource Library
  • News
  • Events
    • Events Calendar
    • Luskin Summit
    • Luskin Lecture Series
    • California Policy Briefing
    • Commencement
Giving
  • Academics
    Departments
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Undergraduate Program
    • Urban Planning
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Undergraduate Program
    • Urban Planning
    Graduate Programs
    • Master of Public Policy (MPP)
    • Master of Real Estate Development (MRED)
    • Master of Social Welfare (MSW)
    • Master of Urban and Regional Planning (MURP)
    • PhD in Social Welfare
    • PhD in Urban Planning
    • Master of Public Policy (MPP)
    • Master of Real Estate Development (MRED)
    • Master of Social Welfare (MSW)
    • Master of Urban and Regional Planning (MURP)
    • PhD in Social Welfare
    • PhD in Urban Planning
    Undergraduate Programs
    • BA in Public Affairs
    • Minor in Urban and Regional Studies
    • Minor in Gerontology
    • Minor in Public Affairs
    • BA in Public Affairs
    • Minor in Urban and Regional Studies
    • Minor in Gerontology
    • Minor in Public Affairs
    Professional Certificates
    • Data Analytics Certificate
    • Data Analytics Certificate
  • Admissions
    Program Specific Admissions
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Urban Planning
    • Undergraduate Program
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Urban Planning
    • Undergraduate Program
  • Faculty
    Our Faculty
    • All Faculty
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Urban Planning
    • All Faculty
    • Public Policy
    • Real Estate Development
    • Social Welfare
    • Urban Planning
    Leadership
    • Our Dean
    • Board of Advisors
    • Faculty Executive Committee
    • Our Dean
    • Board of Advisors
    • Faculty Executive Committee
  • Research Centers
    • Agile Visual Analytics Lab (AVAL):

      Uses data visualization to improve decision-making for family and child services.

    • Berggruen Governance Index

      Evaluates the quality of political governance and democracy worldwide.

    • Center for Neighborhood Knowledge (CNK)

      Specializes in spatial analysis of socioeconomic disparities in neighborhoods.

    • Center for Policy Research on Aging (CPRA)

      Explores the societal and policy implications of an aging population.

    • Agile Visual Analytics Lab (AVAL):

      Uses data visualization to improve decision-making for family and child services.

    • Berggruen Governance Index

      Evaluates the quality of political governance and democracy worldwide.

    • Center for Neighborhood Knowledge (CNK)

      Specializes in spatial analysis of socioeconomic disparities in neighborhoods.

    • Center for Policy Research on Aging (CPRA)

      Explores the societal and policy implications of an aging population.

    • Institute of Transportation Studies (ITS)

      A national leader in transportation policy and mobility research.

    • Institute on Inequality and Democracy

      Advances scholarship addressing displacement and dispossession in Los Angeles and beyond.

    • Latin American Cities Initiative

      Connects urban planning and policy networks across the Americas.

    • Latino Policy & Politics Institute (LPPI)

      Addresses policy challenges facing Latinos and communities of color.

    • Institute of Transportation Studies (ITS)

      A national leader in transportation policy and mobility research.

    • Institute on Inequality and Democracy

      Advances scholarship addressing displacement and dispossession in Los Angeles and beyond.

    • Latin American Cities Initiative

      Connects urban planning and policy networks across the Americas.

    • Latino Policy & Politics Institute (LPPI)

      Addresses policy challenges facing Latinos and communities of color.

    • Lewis Center for Regional Policy Studies

      Researches housing, transportation, and economic development in Southern California.

    • Los Angeles Education Research Institute (LAERI)

      Collaborates with schools to improve educational outcomes for L.A. students.

    • Luskin Center for Innovation (LCI)

      Focuses on environmental policy, clean energy, and climate justice.

    • UCLA Voting Rights Project

      The flagship project for voting rights litigation and policy research.

    • Lewis Center for Regional Policy Studies

      Researches housing, transportation, and economic development in Southern California.

    • Los Angeles Education Research Institute (LAERI)

      Collaborates with schools to improve educational outcomes for L.A. students.

    • Luskin Center for Innovation (LCI)

      Focuses on environmental policy, clean energy, and climate justice.

    • UCLA Voting Rights Project

      The flagship project for voting rights litigation and policy research.

    All Research Centers
  • Outcomes
Home / Making Data More Used and Useful

Making Data More Used and Useful

Undergraduate courses meet growing desire of students like Arielle Cunanan to master new technologies
young woman sits on steps outside a building

Posted in

  • Luskin Forum Online

Published on

  • December 21, 2023
  • data analysis, education, programming, research tools, schools, technology

Share this Article

By Mary Braswell

Each year, the Los Angeles Unified School District surveys its students, parents, teachers and staff, collecting hundreds of thousands of responses to questions about academics, safety, campus climate, emotional maturity and more.

A group of UCLA Luskin students got the unique opportunity to take a deep dive into this massive pool of raw data, identifying trends and developing insights to help principals better understand their schools’ strengths and areas for improvement.

The undergraduates and a select group of master’s students were enrolled in “Data Analysis for Educational Equity and Improvement,” offered for the first time in spring 2023. It’s one of a number of new offerings added to the Public Affairs curriculum to meet a growing demand for data and technology courses in the social sciences.

“Our students care about the world and want to make a difference. And one of the ways we learn about the world is exploring data sets,” said Meredith Phillips, the associate professor of public policy who developed the course with funding from the UCLA Chancellor’s Award for Community-Engaged Research.

“It’s a way of introducing students to the joy of becoming a scholar and a discoverer. And that’s what’s awesome about a research university, right? We essentially spend much of our time learning new things.”

The class was an upper division offering, but every Public Affairs major must complete basic coursework in the tools of quantitative analysis. Some love it; others do not.

But undergrads who get a taste of multivariate regression and chi-squared tests and simply want more now have additional courses to choose from, including open spots in graduate-level classes offered by the Luskin School’s Public Policy and Urban Planning programs. Many go on to learn a new type of foreign language, including R, Python and SQL.

“We’re getting a lot of students who are interested in the intersection of data science, tech and public affairs,” said Erika Villanueva, director of student services for the undergraduate program.

“We’re always thinking about what else we can do with our curriculum to support our students and to augment what we already offer. So, it just became a natural progression to add to our research methods offerings.”

Undergrad Arielle Cunanan said her first encounter with statistical analysis came through Public Affairs 60, “Using Data to Learn About Society,” a core course taught by Phillips.

“I never touched coding, never touched data science or analytics or computer science — nothing before 60,” she said. “And Professor Phillips was amazing. She really cared about teaching us about statistics and data analysis specifically for public affairs and social justice issues.”

When Cunanan spotted Phillips’ new course on educational equity, she jumped at the chance to enroll.

Working on behalf of a local elementary school, she and her team sharpened their proficiency in R, the programming language used to clean, organize and analyze the trove of survey data from LAUSD.

“It was hard. It was stressful. There were late nights. But then we got into the groove,” said Cunanan, who is majoring in psychology with a public affairs minor.

As patterns began to emerge from the enormous pool of data, the students set out to share their findings. That led to another key skill the course emphasized: In addition to being scientifically sound, the discoveries drawn from data must also be clearly and powerfully communicated.

Cunanan said her team was grateful for the opportunity to deliver two presentations to the school’s leadership team.

“The first time around, it was a bunch of charts, a bunch of graphs, different bar plots about each variable. It was just throwing numbers at them, statistics, percentages,” she said.

“And so, the next time around, we put ourselves in their shoes and said, OK, if we’re the administration, what do we need to see to help us create change at our school based on these variables? How can we make this more understandable so that it’s actually helpful?”

The team distilled the most relevant findings and conveyed them in a simpler presentation with bullet points, a few targeted graphs and time for fielding questions.

The experience has turned Cunanan into a true believer in the power of data to compel social change. She says she is bent on learning every coding language she can during her time at UCLA.

“Once you feel like you sort of get it, it really teaches you how to do hard things,” she said. “For me, if I could do this, I could do anything.”

“Data Analysis for Educational Equity and Improvement” arose out of Phillips’ desire to teach students how to find data-informed solutions to the pressing needs of local schools.

It’s the type of work she has conducted for more than a decade as co-founder of the Los Angeles Education Research Institute at UCLA Luskin, a role that has put her in close collaboration with LAUSD decision-makers. The annual School Experience Survey has been a crucial resource in Phillips’ research.

“We had heard a lot of folks at the district saying we wish these survey data were more used and useful,” she said. “So I thought that there might be a really neat opportunity to help train students in data analysis and data communication, then use them as analysts for particular schools and principals.

“They use real data with a real audience, an audience that genuinely cares.”

Winning the Chancellor’s Award for Community-Engaged Research allowed Phillips to hire a team of undergraduates to help her develop and test the curriculum.

“The class is a really hands-on, applied class. It develops problem-solving skills and logic skills and communication skills,” she said.

“The students learn that data has many kinds of roles to play. It’s useful for telling stories, making arguments and for trying to understand the world — and for making the world better in education.”

Faculty Mentioned in this Article
Phillips_M_2022

Meredith Phillips

Professor of Public Policy and Sociology

Phillips studies the causes and consequences of educational inequality. She specializes in the causes of ethnic and socioeconomic disparities in...

Related Articles

students walking on college campus

Advanced High School Math Courses Pave Way for College Success, Report Finds

September 25, 2023
Luskin's Latest Blog
Study by the Los Angeles Education Research Institute at UCLA Luskin assesses college performance of L.A....
Read More
Students study at table

Phillips on Benefits of Taking 12th-Grade Math

February 9, 2023
Luskin in the News
Taking a fourth year of high school math can open doors to higher education, according to...
Read More
Young people at a desk with books and laptop

Taking 12th Grade Math Opens Doors to Higher Education, Research Finds

January 18, 2023
For Faculty
UCLA-led study following nearly 27,000 L.A. Unified students yields insights that can help inform education policy....
Read More
Chat With Chair 1

Undergrads Gather to ‘Chat With the Chair’

April 29, 2022
Luskin's Latest Blog
Current and prospective public affairs majors gather for casual conversation with department chair Meredith Phillips, Luskin...
Read More
Breeze Velazquez says she's grateful for the support of friends, family and the community she found in the Luskin undergraduate program. Photo by Mary Braswell

A Platform for Elevating Student Voices

October 12, 2021
Education
As UCLA's new student body president, Breeze Velazquez embraces her role as an advocate for her...
Read More
New York Times reporter Megan Twohey shares behind-the-scenes details of the investigation into Harvey Weinstein during a Luskin Lecture event.

How the Weinstein Scandal Ignited a Movement

March 10, 2021
For Faculty
Gains made in the #MeToo era are tempered by unresolved questions of accountability, journalist Megan Twohey...
Read More
Matching Day

A Milestone for the Undergrad Class of ’21

June 8, 2020
Luskin's Latest Blog
Internship placements are the first step of a yearlong capstone experience that will immerse students into...
Read More
Screen-Shot-2020-02-05-at-10.51.46-AM-e1580929139324

Phillips’ Research Illustrates Achievement Gap

February 6, 2020
Luskin in the News
Studies on educational disparities among students of different backgrounds continue to shape the conversation....
Read More
Members of UCLA Luskin's undergraduate Class of 2021. Photo by Mary Braswell

‘Trailblazers’ Take the Lead as New Major Takes Flight

January 6, 2020
Diversity
The diverse members of the undergraduate Class of 2021 immediately connect with the mission to inspire...
Read More
college apps

Phillips and Reber on Virtual College Advising

December 11, 2019
Luskin in the News
Online interventions may help students complete college applications but do not necessarily lead to acceptance or...
Read More
MeredithPhillips

Phillips Receives Grant to Develop Undergraduate Research Opportunities

July 1, 2019
Luskin's Latest Blog
She will use the UCLA Chancellor's Award to teach students how to analyze data to help...
Read More
Local high school students spend the day with UCLA Luskin undergraduate students and staff. Photo by Mary Braswell

A Public Affairs Outreach to Local Students

June 7, 2019
Luskin's Latest Blog
UCLA Luskin undergraduate students spend a day with 50 high school students from underserved areas of...
Read More
Learn more about UCLA Luskin

Find contact information and get answers to your questions.

Contact Us

Public Affairs Building
337 Charles E. Young Drive East
Los Angeles, California 90095

Linkedin Youtube Instagram Facebook X-twitter
Campus Resources
  • Map, Directions, Parking
  • Directory
  • Academic Calendar
  • Careers
  • Map, Directions, Parking
  • Directory
  • Academic Calendar
  • Careers
School Resources
  • About
  • Our Dean
  • Administration
  • Board of Advisors
  • Contact Us
  • Visit Us
  • About
  • Our Dean
  • Administration
  • Board of Advisors
  • Contact Us
  • Visit Us
© 2026 Regents of the University of California
  • Emergency
  • Accessibilty
  • Privacy & Terms of Use
  • Emergency
  • Accessibilty
  • Privacy & Terms of Use
Facebook Instagram Linkedin X-twitter Youtube Threads
Academics
Departments
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Undergraduate Program
  • Urban Planning
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Undergraduate Program
  • Urban Planning
Graduate Programs
  • Master of Public Policy (MPP)
  • Master of Real Estate Development (MRED)
  • Master of Social Welfare (MSW)
  • Master of Urban and Regional Planning (MURP)
  • PhD in Social Welfare
  • PhD in Urban Planning
  • Master of Public Policy (MPP)
  • Master of Real Estate Development (MRED)
  • Master of Social Welfare (MSW)
  • Master of Urban and Regional Planning (MURP)
  • PhD in Social Welfare
  • PhD in Urban Planning
Undergraduate Programs
  • BA in Public Affairs
  • Minor in Urban and Regional Studies
  • Minor in Gerontology
  • Minor in Public Affairs
  • BA in Public Affairs
  • Minor in Urban and Regional Studies
  • Minor in Gerontology
  • Minor in Public Affairs
Professional Certificates
  • Data Analytics Certificate
  • Data Analytics Certificate
Admissions
Program Specific Admissions
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Urban Planning
  • Undergraduate Program
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Urban Planning
  • Undergraduate Program
Faculty
Our Faculty
  • All Faculty
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Urban Planning
  • All Faculty
  • Public Policy
  • Real Estate Development
  • Social Welfare
  • Urban Planning
Leadership
  • Our Dean
  • Board of Advisors
  • Faculty Executive Committee
  • Our Dean
  • Board of Advisors
  • Faculty Executive Committee
Research Centers
  • Agile Visual Analytics Lab (AVAL):

    Uses data visualization to improve decision-making for family and child services.

  • Berggruen Governance Index

    Evaluates the quality of political governance and democracy worldwide.

  • Center for Neighborhood Knowledge (CNK)

    Specializes in spatial analysis of socioeconomic disparities in neighborhoods.

  • Center for Policy Research on Aging (CPRA)

    Explores the societal and policy implications of an aging population.

  • Agile Visual Analytics Lab (AVAL):

    Uses data visualization to improve decision-making for family and child services.

  • Berggruen Governance Index

    Evaluates the quality of political governance and democracy worldwide.

  • Center for Neighborhood Knowledge (CNK)

    Specializes in spatial analysis of socioeconomic disparities in neighborhoods.

  • Center for Policy Research on Aging (CPRA)

    Explores the societal and policy implications of an aging population.

  • Institute of Transportation Studies (ITS)

    A national leader in transportation policy and mobility research.

  • Institute on Inequality and Democracy

    Advances scholarship addressing displacement and dispossession in Los Angeles and beyond.

  • Latin American Cities Initiative

    Connects urban planning and policy networks across the Americas.

  • Latino Policy & Politics Institute (LPPI)

    Addresses policy challenges facing Latinos and communities of color.

  • Institute of Transportation Studies (ITS)

    A national leader in transportation policy and mobility research.

  • Institute on Inequality and Democracy

    Advances scholarship addressing displacement and dispossession in Los Angeles and beyond.

  • Latin American Cities Initiative

    Connects urban planning and policy networks across the Americas.

  • Latino Policy & Politics Institute (LPPI)

    Addresses policy challenges facing Latinos and communities of color.

  • Lewis Center for Regional Policy Studies

    Researches housing, transportation, and economic development in Southern California.

  • Los Angeles Education Research Institute (LAERI)

    Collaborates with schools to improve educational outcomes for L.A. students.

  • Luskin Center for Innovation (LCI)

    Focuses on environmental policy, clean energy, and climate justice.

  • UCLA Voting Rights Project

    The flagship project for voting rights litigation and policy research.

  • Lewis Center for Regional Policy Studies

    Researches housing, transportation, and economic development in Southern California.

  • Los Angeles Education Research Institute (LAERI)

    Collaborates with schools to improve educational outcomes for L.A. students.

  • Luskin Center for Innovation (LCI)

    Focuses on environmental policy, clean energy, and climate justice.

  • UCLA Voting Rights Project

    The flagship project for voting rights litigation and policy research.

All Research Centers
Outcomes
Common Search Terms

Results will show as you type.