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the claim
Control function approaches and instrumental variables handle endogeneity differently under varying model assumptions
the verdict
SUPPORTED
the evidence backs this
refutedsupported
the weight of evidence
3 sources for · 0 against

Control function approaches and instrumental variables rely on distinct statistical restrictions (such as conditional mean independence versus conditional moment restrictions) and exhibit different performance characteristics, vulnerabilities, and consistency properties depending on model assumptions like linearity and heterogeneity.

Evidence for · 3
2022 · cited by 3
Paper 3 contrasts standard linear instrumental variables approaches with control function estimators in nonlinear settings, showing they handle endogeneity through different restrictions (CMR vs CMI).
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The analysis

The retrieved papers examine both instrumental variable (IV) methods and control function (CF) approaches, directly addressing how these methods differ in assumptions, performance, and applicability under varying model conditions (such as nonlinearity, endogeneity types, and heterogeneity). Papers 3, 4, and 8 explicitly compare or differentiate how IV and CF techniques operate and perform under different assumptions. No papers refute the claim, leading to a verdict of SUPPORTED.

More for · 2
Weak instrumental variables due to ignored nonlinearities in panel data: A Super Learner Control Function estimator
2025 · cited by 2
Paper 4 shows that plug-in instrumental variable estimators and control function estimators behave differently regarding consistency and cross-fitting requirements under model misspecification.
2026 · cited by 0
Paper 8 demonstrates that control function and stratification methods perform differently than two-stage least squares instrumental variable methods under conditions of genetic effect heterogeneity.
Everything we examined (11)
  1. Dealing with regression models’ endogeneity by means of an adjusted estimator for the Gaussian copula approachpeer-reviewedno side takennot shown: read and judged not to bear on this claim
  2. Testing and relaxing the exclusion restriction in the control function approachpeer-reviewedno side takennot shown: read and judged not to bear on this claim
  3. Endogeneity and nonlinearity in the environmental Kuznets curve: A control function approachpeer-reviewedno side takennot shown: read and judged not to bear on this claim
  4. A Generalized Non-Parametric Instrumental Variable-Control Function Approach to Estimation in Nonlinear Settingspeer-reviewedsupports
  5. Weak instrumental variables due to ignored nonlinearities in panel data: A Super Learner Control Function estimatorpeer-reviewedsupports
  6. Poverty and Access to Healthcare Rural Nigeria: A Control Function Approach peer-reviewedno side takennot shown: read and judged not to bear on this claim
  7. Endogeneity and instrumental variables in dynamic processes : inverse problems in financepeer-reviewedno side takennot shown: read and judged not to bear on this claim
  8. Addressing Endogeneity in Ordered Logistic Models via Instrumental Variables: A Practical Guide in Rpeer-reviewedno side takennot shown: read and judged not to bear on this claim
  9. Widespread genetic effect heterogeneity impacts bias and power in nonlinear Mendelian randomization.peer-reviewedsupports
  10. Exportation and Validation of Latent Constructs for Dementia Case Finding in a Mexican American Population-based Cohort.peer-reviewedno side takennot shown: read and judged not to bear on this claim
  11. Constrained Design of a Binary Instrument in a Partially Linear Model.peer-reviewedno side takennot shown: read and judged not to bear on this claim
The paper trail · every fact has a biography
first checked05 Aug 2026
judged → SUPPORTED · 7905 Aug 2026
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