Toward Reliable Materials Discovery: Lessons from Halide Double Perovskites

Abstract Reliable materials discovery requires a systematic approach that addresses three sequential questions: Should it be made? Can it be made? Was it really made? Using halide double perovskites as a central case study, this Perspective examines how insufficiently rigorous attention to address these questions has contributed to a growing concern regarding reliability in the field. First, many candidate compounds are fundamentally unsuitable for their intended applications─for instance, halide double perovskites represent a generally unfavorable design space for photovoltaic absorbers due to their reduced electronic dimensionality. Second, there are methodological challenges in thermodynamic stability assessment, emphasizing the necessity of a complete competition landscape, the uncertainty inherent in stability criteria, and the appropriate use of relative trends to guide experimental synthesis. Third, a pattern of misidentification in the experimental literature is documented, wherein claimed “new” double perovskites have repeatedly proven to be known competing phases upon rigorous reexamination. The lessons extend beyond perovskites, offering practical guidelines for how the broader materials community can approach the discovery of functional compounds with the necessary rigor.

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Publication Details

Journal
The Journal of Physical Chemistry Letters
Published
2026-10-13
DOI
https://doi.org/10.1021/acs.jpclett.6c02750
Primary Topic
Perovskite Materials and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Toward Reliable Materials Discovery: Lessons from Halide Double Perovskites

Zewen Xiao
The Journal of Physical Chemistry Letters
Perovskite Materials and Applications
article

Toward Reliable Materials Discovery: Lessons from Halide Double Perovskites

Zewen Xiao
article en

Abstract

Abstract Reliable materials discovery requires a systematic approach that addresses three sequential questions: Should it be made? Can it be made? Was it really made? Using halide double perovskites as a central case study, this Perspective examines how insufficiently rigorous attention to address these questions has contributed to a growing concern regarding reliability in the field. First, many candidate compounds are fundamentally unsuitable for their intended applications─for instance, halide double perovskites represent a generally unfavorable design space for photovoltaic absorbers due to their reduced electronic dimensionality. Second, there are methodological challenges in thermodynamic stability assessment, emphasizing the necessity of a complete competition landscape, the uncertainty inherent in stability criteria, and the appropriate use of relative trends to guide experimental synthesis. Third, a pattern of misidentification in the experimental literature is documented, wherein claimed “new” double perovskites have repeatedly proven to be known competing phases upon rigorous reexamination. The lessons extend beyond perovskites, offering practical guidelines for how the broader materials community can approach the discovery of functional compounds with the necessary rigor.

The Journal of Physical Chemistry Letters
Central South University (CN), Huazhong University of Science and Technology (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 23%
Perovskite Materials and Applications
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