Key Expertise
Domain Experts in quantum computing possess specialised knowledge in particular fields combined with sufficient understanding of quantum computational approaches to identify valuable application opportunities. These professionals bridge the gap between quantum computing capabilities and domain-specific problems that might benefit from quantum approaches.
These specialists maintain primary expertise in fields such as chemistry, materials science, finance, logistics, or machine learning, while developing secondary competence in quantum computing principles and limitations. Their function involves analysing domain-specific computational challenges to identify those with characteristics potentially amenable to quantum methods, such as high-dimensional problems, specific mathematical structures, or particular computational patterns.
Domain Experts translate field-specific problems into formulations that quantum computing specialists can implement. This translation process requires detailed understanding of the problem’s computational structure, data requirements, accuracy needs, and performance constraints. It also necessitates realistic assessment of quantum computing’s capabilities and limitations to identify genuinely promising applications rather than speculative possibilities.
These professionals develop evaluation frameworks that assess quantum solutions against relevant domain-specific metrics rather than purely technical benchmarks. They establish validation methods to verify that quantum approaches produce correct results and meaningful advantages compared to classical alternatives.
In multidisciplinary teams, Domain Experts function as intermediaries between quantum computing specialists and stakeholders in their fields. They interpret quantum capabilities in domain-relevant terms and communicate domain requirements to quantum specialists in computationally precise specifications.
Research conducted by Domain Experts often focuses on identifying mathematical similarities between established quantum algorithms and domain-specific computational challenges, creating novel problem mappings, and developing domain-specific benchmarks for quantum approaches. Their work provides essential direction for quantum computing applications, ensuring development efforts focus on problems where quantum methods offer genuine potential for significant improvements.
Recommended Reading
The following are a hand-picked selection of articles and resources relating to the Domain Expert role and their relevant input in the effective adoption of quantum computing. The readings that follow include experts in the field, active practitioners, and notable perspectives.
D-Wave Systems. (Accessed July 20, 2025). “Problem Formulation Guide.” D-Wave Ocean software documentation. https://docs.ocean.dwavesys.com/en/stable/overview/formulation.html
D-Wave. (Nov. 1, 2023). “From business problem to quantum solution on a D-Wave quantum computer.” Medium. https://medium.com/d-wave/from-business-problem-to-quantum-solution-on-a-d-wave-quantum-computer-4a1d41829377
Quantum Algorithm Zoo. (Accessed July 20, 2025). “The Quantum Algorithm Zoo.” quantumalgorithmzoo.org. https://quantumalgorithmzoo.org/
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IonQ and Airbus Partnership for Quantum Computing in Aerospace Applications
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