Consulting Services

At QML Solutions, we partner with financial institutions and corporate clients to solve their quantitative challenges and unlock greater value from their data and models.

Our expertise sits at the intersection of advanced analytics, quantitative modeling, and strategic advisory. We know that rigorous models drive smarter decisions, and that today’s markets demand both precision and adaptability.

We support clients in developing next-generation quantitative models and in modernizing legacy frameworks, delivering tailored services that improve performance, strengthen risk management, and scale seamlessly across desks and functions.

Scope of Services

Quant Model Development & Modernization

 

We design quantitative models tailored to new business needs and modernize existing frameworks. For clients launching new products, entering new asset classes, or replacing ad-hoc analytics with institutional-grade models, we develop solutions from problem definition through validation and implementation.

Our approach ensures that models are:

  • Conceptually rigorous and economically grounded

  • Statistically sound and empirically validated

  • Built on robust data pipelines, feature engineering, and governance

  • Scalable, transparent, and aligned to client workflows

Cross-Desk Analytics & Expansion

 

We partner with teams across functions to extend quantitative rigor beyond isolated use cases. Building on core models and shared research, we help organizations apply consistent analytics across desks, products, and decision processes at a greater scale.

Our engagements include the following:

  • Scaling analytics beyond individual teams for enterprise-wide impact

  • Translating existing models and data into actionable insights that inform better decisions

  • Automating processes and improving workflow efficiency

  • Harmonizing data and model outputs to create a single, unified view across functions

Advisory & Knowledge Transfer

 

We provide quantitative advisory alongside delivery to ensure models and analytics are fit for purpose, defensible, and effective in real decision-making. Our work focuses on shaping how  tools are designed, governed, and used, not just on producing quantitative outputs.

Through close collaboration, we ensure client teams can:

  • Make informed design decisions during model development

  • Confidently govern, validate, and explain quantitative outputs

  • Integrate models into business and risk processes

  • Maintain and extend analytics independently over time

Quantitative Expertise in Practice

We bring a blend of deep quantitative expertise and practical consulting insight. Our team has worked with large global banks and financial institutions, helping them navigate the demands of model redesign, regulatory expectations, and evolving risk landscapes.

By working alongside your internal experts, we co-create solutions that are durable, transparent, and tailored to your business objectives. Clients value that the advisory work grows directly out of the same quantitative thinking embedded in our tools and research.