Claims

Synthetic control counterfactuals performed poorly for BIO NDL programs because few comparison programs were available

Claim · All claims
Evidence · 1 study · causal r2 · q2
Currency · newest study 2022 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? For the Division of Integrative Organismal Systems Core NDL Program, the estimated counterfactual showed sharp pre-implementation increases and decreases, likely because only four potential comparison programs existed in BIO. → Fesler 2022

Evidence

Fesler 2022

Fesler, Lily and Lindsay Fox. (2022). No-deadlines Synthetic Control and Exploratory Outcomes Analysis and Recommendations for a Future Rigorous Evaluation [Memorandum]. Alexandria, VA: National Science Foundation. https://www.mathematica.org/publications/no-deadlines-synthetic-control-and-exploratory-outcomes-analysis-and-recommendations-for-a-future

q2 · i? · causal · r2

Assessment of synthetic control fit across the 12 NDL programs in the analytic sample, referencing Figure A10 and Table A10 in the technical appendix. The memo attributes the poor BIO pre-implementation fit to having "very few (only four) potential comparison programs for BIO" and reports BIO programs achieved the worst fit statistics.

"This is likely because there are very few (only four) potential comparison programs for BIO, making it difficult to estimate counterfactuals that closely align their outcomes over the pre-implementation years. Indeed, BIO programs generally achieved the worst fit statistics as well"

Discussion

Page metadata
Field Value
type claim
id synthetic-control-poor-fit-bio-few-comparisons
title Synthetic control counterfactuals performed poorly for BIO NDL programs because few comparison programs were available
description Synthetic control counterfactuals performed poorly for BIO NDL programs because few comparison programs were available
status review
evidence_strength weak
newest_evidence 2022
source_checked 2026-10-20
generated by process:wiki-ingest on 2026-10-08
trust unverified — no one has confirmed this page's content
sources 1 — fesler-2022

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