Real-World Evidence & Data Analytics Solutions

Real-world evidence transforms healthcare decision-making by revealing how treatments perform in actual clinical practice.

As a specialized real-world evidence consultant, I help healthcare organizations, pharmaceutical companies, and research institutions extract meaningful insights from complex real-world data sources.

Whether you’re conducting comparative effectiveness research, supporting regulatory submissions, or optimizing patient outcomes, my expertise ensures your RWE studies meet the highest standards of scientific rigor.

Comprehensive Real-World Evidence Services

Transform your healthcare data into actionable evidence that drives better patient outcomes.

My end-to-end real-world evidence services help organizations leverage diverse data sources to answer critical healthcare questions.

Study Design & Protocol Development

Design robust observational studies that generate credible real-world evidence.

  • Develop comprehensive RWE study protocols for regulatory submissions
  • Create pragmatic trial designs that balance rigor with real-world applicability
  • Establish clear research objectives and appropriate study populations
  • Design comparative effectiveness research frameworks
  • Plan longitudinal cohort studies and case-control analyses
  • Conduct feasibility assessments for multi-database studies

Advanced Data Integration & Harmonization

Seamlessly combine multiple healthcare data sources for comprehensive analysis.

  • Integrate EHR data with claims databases and patient registries
  • Harmonize diverse data formats and coding systems
  • Implement sophisticated data linkage methodologies
  • Resolve data quality issues through advanced validation techniques
  • Create standardized data dictionaries and variable definitions
  • Establish secure data sharing protocols and governance frameworks

Healthcare Analytics & Outcomes Research

Apply cutting-edge analytics to generate meaningful healthcare insights.

  • Conduct comparative effectiveness research using advanced statistical methods
  • Perform population health analytics and epidemiological studies
  • Implement propensity score matching and inverse probability weighting
  • Analyze treatment patterns and healthcare utilization trends
  • Assess real-world safety profiles and adverse event patterns
  • Measure patient-reported outcomes and quality of life indicators

Regulatory & Publication Support

Prepare compelling evidence packages that meet regulatory and publication standards.

  • Generate regulatory-grade reports for FDA, EMA, and other health authorities
  • Create publication-ready manuscripts with comprehensive methodology sections
  • Develop executive summaries and policy briefs for stakeholders
  • Prepare responses to regulatory queries and reviewer comments
  • Design interactive dashboards for ongoing evidence monitoring
  • Craft compelling presentations for advisory committees

Data Quality & Validation

Ensure your real-world data meets the highest standards of quality and reliability.

  • Implement comprehensive data quality assessment frameworks
  • Conduct systematic validation studies against gold standards
  • Perform bias assessment and sensitivity analyses
  • Establish data governance protocols and quality metrics
  • Create automated quality monitoring systems
  • Document data lineage and transformation processes

Specialized Healthcare Applications

Tailored real-world evidence solutions for specific healthcare sectors.

  • Pharmaceutical: Post-market surveillance and comparative effectiveness studies
  • Medical Devices: Real-world performance evaluation and safety monitoring
  • Health Systems: Population health management and care optimization
  • Payers: Health economic outcomes and cost-effectiveness analysis
  • Academic Medical Centers: Pragmatic clinical trials and registry studies
  • Regulatory Agencies: Evidence synthesis and policy impact assessment
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Why Work With Me For Your Real-World Evidence Needs?

Working with a specialized RWE consultant benefits you in multiple ways.

Time Efficiency

Focus on your core healthcare mission while I handle complex data analytics tasks.

Reduced Complexity

Navigate the challenges of real-world data analysis with confidence and expertise.

Regulatory Compliance

Ensure your RWE studies meet FDA, EMA, and other regulatory requirements for evidence generation.

Scientific Rigor

Apply advanced statistical methods and data science techniques to generate credible, actionable insights from your healthcare data.

The Real-World Evidence Process

My consulting process is designed for clarity and regulatory compliance.

Discovery & Planning

We discuss your research questions, available data sources, regulatory requirements, and timeline expectations through a comprehensive consultation.

Protocol Development & Data Assessment

Together, we create a detailed study protocol, assess data availability and quality, and establish clear deliverables with formal documentation.

Data Integration & Analysis

I implement sophisticated data integration techniques, conduct rigorous statistical analyses, and address complex issues like confounding and selection bias.

Reporting & Deliverables

I deliver comprehensive reports with regulatory-grade documentation, publication-ready outputs, and interactive visualizations tailored to your stakeholder needs.

For urgent questions, my on-demand consultation service offers quick, cost-saving solutions.

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Case Studies

I worked on large medical datasets to answer causal questions related to epidemiological determinants of disease through complex exposures. Challenges included selection bias, confounding, and missing data. I successfully developed a strategy that gave researchers confidence in their results.
I’ve worked with R&D scientists who were simultaneously running multiple experiments to answer important questions about their cutting-edge products that would have a direct impact on various stakeholders. My role was to help in designing and analyzing the experiments, balancing the conceptual purity of the Design of Experiments theory (DoE) with pragmatic concerns relating to costs and timeline. Most of this work is sealed behind a Non-Disclosure Agreement (NDA) which prevents me from elaborating more.

Don’t Just Take My Word For It…

The positive experiences of my happy collaborators showcased through their glowing testimonials, serve as powerful proof of trustworthiness and the impact of the results I deliver. These testimonials offer real-life examples of how I’ve helped research projects succeed. Here are some of their thoughts:

5/5

"He has a deep understanding of statistics, yet is able to skillfully explain complex concepts to people with little-to-no background in statistics both in French and English."

Elsa Brunet-Ratnasginham

Post-doc, UCSF

5/5

"I had never before worked with a biostatistician who speaks the same language as me! [...] Personally, our collaboration has allowed me to reconcile with statistics."

Manon Nayrac

Post-doc, CRCHUM

5/5

"I highly recommend Justin and his team for your data processing needs in order to have a more robust statistical model than the tests we are accustomed to conducting as biologists!"

Gérémy Sannier

Ph.D candidate, CRCHUM

5/5

"Thanks to him, statistics appeared to me as solutions rather than obstacles."

Mathieu Dubé

Research Associate, CRCHUM

Read Full Collaborator Testimonials
Justin Belair - Causal Inference Expert

My Statistics and Causal Inference Expertise

As a university-level statistics lecturer with a substantial LinkedIn following, scientists from all over the world come to me for my unique combination of academic excellence and practical experience in statistics and causal inference.

I’ve applied causal inference methods in varied settings in both academia and industry: in biomedical sciences such as nephrology, immunology, neuroscience, virology, occupational therapy, epidemiology, dermatology, psychiatry, and oncology; in natural sciences such as agronomy, ecology, and zoology; and social sciences such as communication, and psychology. The list keeps on growing!

I am currently writing an advanced textbook that I hope will give a young generation of academic and industry researches the tools needed to grapple with the complexities of causal inference, and maybe even develop a passion for the subject!

Need help with real-world evidence? From study design to regulatory submissions, I offer specialized expertise in healthcare data analytics. Together, we can generate the evidence needed to improve patient outcomes and support critical healthcare decisions.

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Tools and Technologies

Advanced Statistical Computing

Using R, Python, and specialized healthcare analytics platforms, I ensure your real-world data generates robust, reproducible evidence.

Healthcare Data Platforms

I work with major healthcare databases including claims data, EHR systems, patient registries, and clinical trial databases to maximize analytical potential.

Regulatory Compliance Tools

I utilize industry-standard software for regulatory submissions, including SAS for FDA requirements, along with specialized tools for data validation and quality assessment.

Client Industries Served

My statistical consulting expertise extends beyond specific industries, serving clients in fields ranging from R&D in biotechnology and pharmaceuticals to researchers and Principal Investigators (PI) in academia.