Personalized Learning

Personalized Learning Initiative

Saga Education tutor supports a student working on their laptop
Photo by Saga Education

The Personalized Learning Initiative (PLI) is a moonshot to overcome pandemic learning loss and aims to bring high dosage tutoring to students nationwide.

Latest Impact Findings from the Personalized Learning Initiative

RELEASED JUNE 2025: The latest report by the PLI research team shows encouraging results from many types of tutoring–including more and less expensive tutoring models–across the country. These interim findings ought to encourage the field to stay the course in implementing high dosage tutoring and focus on increasing dosage to yield greater learning gains for students.

Project overview

The global pandemic was a once-in-a-century public health crisis, and it triggered an equally unprecedented crisis in public education. The federal government provided emergency funding to support tutoring, and U.S. Secretary of Education Miguel Cardona urged school districts nationwide to adopt tutoring as a one key strategy for addressing pandemic-related learning loss. A strong body of previous research, including past studies by the University of Chicago Education Lab, has shown that tutoring is one of the most cost-effective ways to support student learning.

In 2021, we launched the Personalized Learning Initiative (PLI), a collaboration between the University of Chicago Education Lab, MDRC, and researchers from the University of Toronto and Northwestern University. Our goal is to explore whether and how the benefits of high dosage tutoring can be scaled to reach more students. As districts ramped up their tutoring efforts, we set out to share the best available evidence and to work alongside school systems to generate new, practice-informed insights.

Since then, the PLI has partnered with eight state, district, and charter education agencies nationwide, randomizing more than 27,000 students to date to three different conditions:

  • Evidence-based high dosage tutoring (HDT) models;
  • New, innovative lower-cost tutoring models that we co-designed with our partner districts, which we called “sustainable” high dosage tutoring models (SHDT); and
  • Business as usual.

PLI Site Partners, 2021-2025

Years Active

2021 – present

Project Leads

Monica Bhatt

Monica Bhatt

Senior Research Director

Trayvon Braxton

Trayvon Braxton

Portfolio Director

Terence Chau

Terence Chau

Research Director

Ellen Dunn

Ellen Dunn

Project Director

Jon Guryan

Jon Guryan

Faculty Co-Director

Jens Ludwig

Jens Ludwig

Faculty Co-Director

Matteo Magnaricotte

Matteo Magnaricotte

Research Director

Fatemeh Momeni

Fatemeh Momeni

Research Director

Michelle Ochoa

Michelle Ochoa

Portfolio Director

Greg Stoddard

Greg Stoddard

Senior Research Director

John Wolf

John Wolf

Associate Director

What is high dosage tutoring?

High dosage tutoring – defined as tutoring embedded during the school schedule that ensures students work consistently on individualized instructional content with their tutor – is among the most effective and cost-effective learning interventions studied to date.

Our research is ongoing — studying tutoring in schools from school years 2021-22 to 2025-26, and analysis of data to continue in the years beyond. We aim to share our findings throughout this process in hopes they can offer timely, actionable insights to policymakers and education leaders.

Our latest impact report focuses on findings to date from the 2023-24 school year, where we worked with eight partner sites to randomize more than 17,000 students (see our previous report, focusing on findings from the 2022-23 school year).

Partner Spotlight

Our MDRC partners published a blog post highlighting key takeaways from the implementation of a tutoring program in Fulton County, Georgia as a part of our Personalized Learning Initiative. The piece offers a deeper look at the strategies that make tutoring successful and how schools can effectively implement them.

Headshot of Pedro Martinez smiling against light grey background

High-dosage tutoring is providing our children the support they need to recover from the learning challenges of the pandemic and reach their full academic potential. We’re proud to be an anchor partner in this project so that we can reach students across Chicago and learn how we can best tailor our supports.

Pedro Martinez

Former CEO of Chicago Public Schools

Headshot of Kevin Huffman smiling against light colored background

The Education Lab is one of our nation’s premier educational research organizations, and we are thrilled to have them spearheading this project. Their commitment to rigorous research and proven track record of partnership makes them an excellent choice to support school districts and policymakers seeking strategies that advance student outcomes.

Kevin Huffman

CEO, Accelerate

Headshot of Kenneth Griffin

We need to accelerate learning for the millions of students who have fallen behind during the pandemic. I care deeply about addressing this urgent recovery challenge and helping America’s students realize their true potential. I am thankful so many people are committed to this undertaking, which is important for the future of our country.

Ken Griffin

Founder and CEO, Citadel

Latest Updates

What America can learn from ‘Toyota Way’ to improve education outcomes
Op-Ed
The Chicago Tribune
Dec 2024

What America can learn from ‘Toyota Way’ to improve education outcomes

Jens Ludwig and Randall Stephenson present a transformative idea to improve learning outcomes in the U.S.

National Study Finds In-School High Dosage Tutoring Is Successfully Accelerating Student Learning, Reversing Pandemic-Era Learning Loss
Press Release
UChicago Education Lab
Mar 2024

National Study Finds In-School High Dosage Tutoring Is Successfully Accelerating Student Learning, Reversing Pandemic-Era Learning Loss

Initial findings from the Personalized Learning Initiative show that in-school high dosage tutoring meaningfully increased math learning for students in Chicago Public Schools and Fulton County Schools.

How In-School Tutoring Benefits Both Attendance and Math Scores
Media Mention
Education Week
Mar 2024

How In-School Tutoring Benefits Both Attendance and Math Scores

Education Week’s Olina Banerji talks with Education Lab Senior Research Director Monica Bhatt about preliminary results from the Personalized Learning Initiative, which found that in-school tutoring is leading to positive effects on math scores.

Related Resources
How to Build It and Ensure They Will Come: Educators’ Advice on High-Dosage Tutoring Programs
Brief

How to Build It and Ensure They Will Come: Educators’ Advice on High-Dosage Tutoring Programs

Aug 2024

Read a new brief from our partners at MDRC that highlights educators’ advice on implementing high-dosage tutoring programs.

Realizing the Promise of High Dosage Tutoring at Scale: Preliminary Evidence for the Field
Report

Realizing the Promise of High Dosage Tutoring at Scale: Preliminary Evidence for the Field

Mar 2024

This technical report outlines preliminary results from the Personalized Learning Initiative showing that high dosage tutoring can be scaled and can work–even when delivered in the aftermath of the pandemic and in diverse academic settings.

Personalized Learning Initiative Research Brief
Brief

Personalized Learning Initiative Research Brief

Mar 2024

Overview of the Personalized Learning Initiative, a nationwide R&D initiative to scale the benefits of tutoring.

Overcoming Pandemic-Induced Learning Loss
Academic Paper

Overcoming Pandemic-Induced Learning Loss

Oct 2023

The Education Lab’s faculty co-directors, Dr. Jens Ludwig, professor at the University of Chicago, and Dr. Jon Guryan, professor at Northwestern University, published a paper commissioned by the Aspen Economic Strategy Group for its 2023 policy volume.