HEOR Technical Portfolio
  • Home
  • Flagship Audits
    • NICE TA975 (CAR-T) Case
    • MLNMR Audit Report
  • Technical Library
    • Bayesian Estimation
    • Standard Bayesian NMA
    • Network Meta-Regression
    • Survival NMA
    • Component NMA
    • IPD NMA
    • MAIC
    • STC
    • ML-NMR
    • Flexible Survival
  • Methodology Wiki

Xiaoge Zhang, PhD

HEOR Technical Portfolio & Knowledge Base

Bridging Academic Econometrics with Industrial HTA Standards

A professional showcase of high-fidelity health economic modeling, Bayesian evidence synthesis, and real-world causal inference, tailored for advanced HTA applications and NICE/SMC submissions.

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🚀 Flagship Case Studies

NICE TA975 (CAR-T) Case Study

Full Submission Replication

A complete end-to-end reconstruction of a CAR-T therapy appraisal (Tisagenlecleucel). Features state-transition modeling, parametric survival fitting, and ICER calculations via Patient Access Schemes (PAS).

View Case Study →

ML-NMR Reconstruction

Population Alignment & Synthesis

A deep dive into Multilevel Network Meta-Regression. Solves the “Extrapolation Gap” using 64-point Sobol integration and Cholesky decomposition to bridge IPD and AgD seamlessly in a Bayesian framework.

View ML-NMR Report →


📚 The Technical Library

Evidence Synthesis & NMA Knowledge Base

A comprehensive suite of technical guidelines and code templates for diverse Network Meta-Analysis challenges.

Fundamentals

Bayesian Estimation Basics Standard Bayesian NMA

Population Adjust

MAIC Framework STC Methodology ML-NMR Framework

Advanced Synthesis

Survival NMA Network Meta-Regression Component NMA IPD NMA


🛠️ Tech Stack & Methodologies

R (HEEMOD, multinma, tidyverse) Stan / Bayesian Inference Excel (VBA / PowerQuery) NICE DSU TSD Guidelines SuperLearner / TMLE