
A project of the American Institutes for Research (@AIRInforms) and university scholars, committed to analysis of data that informs education policy
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ALT Does Better Academic Preparation Predict Teacher Workforce Outcomes? Dan Goldhaber, John Krieg, Roddy Theobald, Vivien Chen, Jennifer M. Dechaine, Amy Roth McDuffie, & David Slavit CALDER Working Paper No. 346-0926 September 2026 Abstract We link comprehensive student data on university applications and transcripts from three public universities in Washington to teacher workforce entry, effectiveness (measured by value added), and retention. We find that SAT scores are not strongly related to any of these outcomes, but college students with higher university GPAs are more likely to become teachers, and those who enter the workforce with higher GPAs are more effective as measured by math and English language arts (ELA) value-added. These findings are robust to sample selection adjustments and to checks for selection into different college courses, school districts, and out of the teacher workforce. The relationship between GPA and teacher effectiveness is driven largely by ...

ALT This image is an announcement from AIR.org featuring a person with long hair and glasses. The text states, "Megan Austin Named Director of the National Center for Analysis and Longitudinal Data in Education Research (CALDER)." The lower corners have the AIR.org logo and website URL.

ALT The image features a quote in blue and black text on a white background. It reads: "I look forward to collaborating with the CALDER team and our partners to continue the center’s work applying rigorous methods to generate insights into timely, policy-relevant questions." Below the quote, in white text on a blue background, is the name "Megan Austin" with the title "Education Policy Expert and Principal Researcher at AIR." The AIR logo and website "AIR.ORG" are at the bottom.

ALT CALDER Brief: New Evidence from the Early Teacher Pipeline Dan Goldhaber, Roddy Theobald, Amy Roth McDuffie, David Slavit, Jennifer M. Dechaine, John Krieg, Michael DeArmond Few school-based factors matter more to student success than teacher quality. Because teachers are so important, the policies that shape the teacher workforce—teacher licensure, for example—are critical issues in education policy and research. But before prospective teachers can be licensed, they first need to choose to pursue teaching and complete an approved teacher education program. Largely because of data limitations, these early stages of the teacher pipeline have received relatively less policy and research attention. This is a problem because the decisions people make before entering teacher preparation programs ultimately help determine who is available to join the teacher workforce. To help learn more about the early teacher pipeline, a unique partnership between five university-based teacher...

ALT Where Have All the Zeros Gone? The Landscape of No Zeros Grading Policies Dan Goldhaber, Maia Goodman Young, & Luke Caldwell CALDER Working Paper No. 345-0826 August 2026 Abstract: Debates about grading reform are intensifying, yet little is known about the formal policies that govern how teachers assign grades. This paper examines one prominent example – no-zeros policies (NZPs), which prohibit assigning zeros for assignments or course grades – by analyzing policy documents from school districts in Washington State and linking them to administrative data on district and school characteristics. We find that NZP adoption has more than doubled over the past decade, from roughly 30 districts in 2015-16 to nearly 70 in 2024-25, with the sharpest growth at the high school level. We develop a typology revealing substantial variation in how NZPs are structured, where they appear, and how they are communicated to families. Perhaps most striking, despite being framed as equity-promoting...

ALT Evidence on Team-Based Teaching Models in Arizona Mary Laski, Calen Clifton, & Dan Goldhaber CALDER Working Paper No. 343-0826 August 2026 Abstract: Strategic staffing models are scaling rapidly nationwide. We study the impacts of a team teaching model implemented in one large district in Arizona over several years. We exploit the staggered rollout over time in a difference-in-differences design to estimate effects on student test achievement. We find overall null impacts on student learning, but important heterogeneity by grade and subject. In particular, we find consistently positive effects on middle school math achievement across all specifications, but negative effects at the elementary level in some specifications. Across grades and subjects, teamed teachers also have significantly lower turnover rates and higher evaluation ratings, but the patterns of effects are not consistent with the achievement results. The student achievement findings are broadly consistent with the...

ALT Evidence on Team-Based Teaching Models in Arizona Mary Laski, Calen Clifton, & Dan Goldhaber CALDER Working Paper No. 343-0826 August 2026 Abstract: Strategic staffing models are scaling rapidly nationwide. We study the impacts of a team teaching model implemented in one large district in Arizona over several years. We exploit the staggered rollout over time in a difference-in-differences design to estimate effects on student test achievement. We find overall null impacts on student learning, but important heterogeneity by grade and subject. In particular, we find consistently positive effects on middle school math achievement across all specifications, but negative effects at the elementary level in some specifications. Across grades and subjects, teamed teachers also have significantly lower turnover rates and higher evaluation ratings, but the patterns of effects are not consistent with the achievement results. The student achievement findings are broadly consistent with the...

ALT High School Academic Acceleration and Early Postsecondary Outcomes: Evidence from Washington State Megan Austin, Preeya Mbekeani, Ben Backes, Bingjie Chen, & Dan Goldhaber CALDER Working Paper No. 341-0826 August 2026 Abstract: aking advanced courses in high school predicts positive later outcomes, yet many seemingly prepared students do not take such courses. Acceleration policies that automatically enroll high achieving high school students into more advanced courses have been shown to increase advanced coursetaking, but little is known about the longer-term impacts of these policies. We studied districts in Washington that implemented Academic Acceleration policies, which identified proficient 11th and 12th grade students for automatic enrollment into advanced and dual credit courses. Using a difference-in-differences design, we examined the effects of Academic Acceleration on college enrollment and early postsecondary coursetaking. We found no significant effects of the ...

ALT High School Academic Acceleration and Early Postsecondary Outcomes: Evidence from Washington State Megan Austin, Preeya Mbekeani, Ben Backes, Bingjie Chen, & Dan Goldhaber CALDER Working Paper No. 341-0826 August 2026 Abstract: aking advanced courses in high school predicts positive later outcomes, yet many seemingly prepared students do not take such courses. Acceleration policies that automatically enroll high achieving high school students into more advanced courses have been shown to increase advanced coursetaking, but little is known about the longer-term impacts of these policies. We studied districts in Washington that implemented Academic Acceleration policies, which identified proficient 11th and 12th grade students for automatic enrollment into advanced and dual credit courses. Using a difference-in-differences design, we examined the effects of Academic Acceleration on college enrollment and early postsecondary coursetaking. We found no significant effects of the ...








