{"product_id":"monte-carlo-simulation-for-gmp-manufacturing-and-c","title":"Monte Carlo Simulation For GMP Manufacturing And Control A Real World Hands On Toolkit To Tackle Variability Uncertainty And Risk In Pharmaceutical Production And Testing For Compliance And Quality","description":"\u003cdiv\u003eMonte Carlo Toolkit for GMP Manufacturing and Control\u003cbr\u003e\n✔️ Real world Monte Carlo methods for GMP QA, CPV, and risk \u003cp\u003eMonte Carlo Simulation for GMP Manufacturing and Control is a practical, hands-on toolkit designed for QA\/QC professionals, manufacturing engineers, and regulators. It shows how to turn variability, uncertainty, and risk into quantitative, decision-relevant insights used in batch release, process validation, and ongoing process verification. \u003c\/p\u003e \u003cp\u003e✅ 280 pages\u003cbr\u003e\n✅ Edition: 1\u003cbr\u003e\n✅ Author: Riccardo Bonfichi\u003cbr\u003e\n✅ Focused on GMP manufacturing and control with practical Monte Carlo case studies\u003cbr\u003e\n✅ Reproducible examples in R, no proprietary software required\u003cbr\u003e\n✅ Distinguishes variability vs uncertainty with GMP interpretations\u003cbr\u003e\n✅ Topics include assay, dissolution, CPV, stability, sampling, and measurement uncertainty\u003cbr\u003e\n✅ Aligns with ICH Q9\/Q10\/Q11\/Q14 and USP 1210\/1220 guidelines\u003cbr\u003e\n\u003c\/p\u003e \u003cp\u003e💡 What is a Monte Carlo simulation used for in GMP manufacturing and control?\nIn short, it turns uncertain data into actionable risk information for quality and compliance.\n- Quantifies variability in batch release, process validation, CPV\n- Supports risk-based decisions aligned with ICH Q9 Q10 Q11 Q14 and USP guidelines\n- Provides predictive intervals and OOS probability for release decisions\n- Includes reproducible examples in R for transparency\u003c\/p\u003e✝️\u003c\/div\u003e","brand":"Amazon","offers":[{"title":"Default Title","offer_id":49158198329579,"sku":"VXB-1041362560","price":404.95,"currency_code":"USD","in_stock":true}],"url":"https:\/\/vxb.com\/products\/monte-carlo-simulation-for-gmp-manufacturing-and-c","provider":"VXB Bearings","version":"1.0","type":"link"}