Matthew A. Kraft Profile picture
Jun 14, 2022 16 tweets 7 min read Read on X
New @AnnenbergInst WP

🎆Second Time’s the Charm? How Sustained Relationships from Repeat Student-Teacher Matches Build Academic & Behavioral Skills🎇

We show the potential of leveraging class assignment policies such as #looping to support students

edworkingpapers.com/ai22-590

A🧵 Image
We often pay little attention to the dynamics of how schools assign teachers & students to classes. However, these decisions matter on multiple levels because relationships are at the core of education.

Our study unpacks the multidimensional effects of having a teacher twice.
/2
Having a repeat teacher is more common than we might think.

In TN, the context of our study, we find that 44% of students in grades 3-11 were taught by a teacher more than once during our eight year panel.

/3
The vast majority of repeat student-teacher matches appear unintentional rather than formal policies such as looping teachers w/ entire classes across multiple grades.

/4 Image
Elementary school students often have the same teacher twice when a teacher makes a permanent change to a higher grade.

Secondary school students have repeat teachers primarily because MS and HS teachers teach classes across multiple grades.

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Understanding the effects of having the same teacher multiple times is critical b/c:

1) It is happening now, largely unintentionally

2) Intentional looping has been proposed as a potential approach to better support students in the wake of COVID-19

kqed.org/mindshift/5627…

6/
This presents a challenge because student & teacher assignments are not random. We leverage panel data methods to isolate plausibly exogenous variation in exposure to repeat teachers using a range of high-dimensional fixed effects & complement these w/ sorting tests.

7/
We find that repeat teachers increase students’ test scores across all grade levels. Effects on tests scores are 0.02 (SD), equivalent to a 0.10/0.15 SD improvement in the distribution of teacher quality.

This is relatively small, but encouraging given the minimal $ costs.

8/
We also find that these repeat interactions decrease absences and disciplinary infractions for students across grade levels.

Absences ⬇️ by 0.5% overall
Suspensions ⬇️ by 1 percentage point (a 10% reduction)

Again, not large but certainly consequential.

9/
We also find substantial heterogeneity in the effect of repeat teachers.

Test score gains are most pronounced among higher-performing & white female students, while gains in attendance and discipline are largest for lower-performing students and male students of color.

10/
Our results may even **understate** the potential benefits of intentional looping. We find evidence that the effects of having a repeat teacher are larger when there are more students in a class who have the teacher for a second time - consistent with positive peer effects.

11/
Looping is not costless. It requires teachers to master new pedagogical content & skills.

Teachers gain grade-specific skills w/ experience @david_blazar

journals.sagepub.com/doi/abs/10.310…

Within school churn can have negative effects @AcmAtteberry

journals.sagepub.com/doi/full/10.31…

12/
But the benefits we find suggest there are also important returns to increased experience working w/ the same students.

Repeat students & teachers have more time to get to know each other’s teaching styles & learning needs, as well as to develop stronger relationships.

13/
There is now evidence from TN as well IN (@nayoung_edu @BrianKisida Koedel), NC (Hill @daniel_b_jones), and even Chile (Albornoz, Contreras & Upward) suggesting that the positive returns to additional teaching experience w/ the same students is a widely generalizable pattern.
14/
This paper by @LeighWedenoja, John Papay (@BrownEduDept) and me has been a long time in the making, and we are thrilled to share this updated version.

Comments welcome!

rockinst.org/blog/teacher-l…

END
Postscript on #looping. Nice @educationweek piece on the pros and cons teachers have experienced with looping.

Teachers - I'd love to hear your perspectives.

➡️What do you need to make looping work well?

edweek.org/teaching-learn…

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More from @MatthewAKraft

Nov 1, 2022
A Brief How-to Guide to Public Engagement in #Academia.

📦in 10 tips . . .
1) Adopt a Healthy Mindset

Avoid public engagement burnout by deciding what amount of energy and time you want to invest. Don’t compare yourself to others by counting followers or bylines. Do as much or as little as you want, and lean into the aspects that bring you joy.
2) Understand What Makes Your Research Relevant

Public engagement is much more effective when you can articulate how your research relates to and informs questions that are of interest to families, communities, and the general public. Think purposefully about this connection.
Read 13 tweets
Aug 15, 2022
🔥Talk of teacher shortages is heating up🔥

I hope this attention elevates the importance of teachers' work and pushes us to reflect as a society about how we value and support the teaching profession.

Here are my three 🗣️ sound bites 🗣️ for framing this issue.
1. Teacher shortages are REAL, but they are not UNIVERSAL.

E.g. they occur (sometimes acutely) in pockets - in some regions, for some schools, for some position types. The overall degree of shortages can move up or down, but it is not broadly spread or distributed equally.
2. "Teacher shortages" 🚫

"Teacher shortages AT current wages and working conditions" ✅

Talking about teacher shortages in the abstract makes the problem sound intractable and implies supply is fixed. Existing shortages are of our own making and are within our ability to fix.
Read 11 tweets
Jan 20, 2022
Working with undergraduate RAs like Sarah is one of the highlights of my job @BrownUniversity.

Here are some of the things I've found work best (for me) when running a large undergraduate research lab.

🧵

Shout-out to my amazing team:
scholar.harvard.edu/mkraft/researc…
I typically have between 6 to 12 undergrad RAs working with me at a time. Expectations are to work 5 to 10 hours a week w/ flexibility around midterms & finals. Students are paid an hourly wage set by University. I aim to have students be part of team for at least a year. 2/
Tip #1) Recruit students early (e.g. sophomores). There are large fixed costs to training RAs so the payoff to both prof. and students is much higher when students work with you for multiple years. 3/
Read 15 tweets
Sep 14, 2021
Last fall I taught a course on causal inference & ed policy.

The authors of the papers we read were generous enough to join us to provide a behind-the-scenes account of the research process.

I'd like to share some of the wisdom & advice these brilliant scholars imparted.💯

🧵
The scholars engaged in wide-ranging conversations with my @BrownEduDept master's students in Urban Ed Policy & touched on 4 main topics

➡️Life advice

➡️Generating new research projects

➡️Conducting research

➡️Policy engagement

I'll paraphrase their insights in this order
LIFE ADVICE:

If you apply to things and don’t get selected – don’t internalize that as failure – it is often about the context and moment instead – keep trying!
Read 45 tweets
Jun 24, 2021
Navigating the DiD revolution from one applied researcher's perspective.

A LONG 🧵 on what I've learned & what I'm still trying to figure out. Advice/insights welcome!

My @michaelpollan 🥦🍅🥕🫑 inspired TL;DR take:

"Apply DiD in context, not every 2x2, mostly event studies"
2. First, some framing. I study the economics of ed & ed policy. DiD is a bread & butter method in this context where there is large amounts of variation in policy adoption across states/districts/schools.

E.g. A recent paper w/ colleagues on tchr eval
sciencedirect.com/science/articl…
3. I’ve been collecting DiD method papers for well over a year, putting off a close read until finally my R&Rs all started to ask: but what about the new DiD lit?

The jig was up – I had to figure this out.

Read 31 tweets
Jun 9, 2021
I'm thrilled to share that our paper "The Big Problem with Little Interruptions to Classroom Learning" is forthcoming at @AeraOpen ensuring open access to policymakers & practitioners.

@AnnenbergInst WP
edworkingpapers.com/sites/default/…

@ELmagazine brief
ascd.org/publications/e…

1/n
Ted Sizer (1984):

"Public address systems are the most malevolent intruder into the thinking taking place in public school classrooms since the invention of the flickering light. In the name of efficient management, they regularly eviscerate good teaching. . . "

2/n
"[Interruptions] are a symbol of misplaced priorities, of schools that fail to value conditions for serious intellectual activity."

3/n
Read 7 tweets

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