Workshops

Untangling the Mess: Mixed Models

Session
Content
Updates
MMRM’s kicking LOCF’s butt for repeated measures. Cluster trials are blowing up. Takeaway: Mixed models decode data.
Platforms
R’s lme4, nlme, brms handle fixed effects, random effects, clustering. Takeaway: R makes messy data easy.
Strategy
Lean into MMRM, nail clustering for clear insights from chaotic designs. Takeaway: Right model, right insights.
Latest Story
A mental health trial used lme4 to dig up treatment effects in clusters. Takeaway: Mixed models turn noise to signal. An
Key Takeaway
Mixed Models for Repeated Measures (MMRM) outperform traditional methods like LOCF by handling missing and correlated da
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Eyes on the Prize: Monitoring Tricks

Session
Content
Updates
DSMBs leveling up, alpha-spending makes interim calls sharp. Takeaway: Monitoring’s the guardian angel.
Platforms
DMC charters, boundary-tracking tools keep blinded or unblinded monitoring smooth. Takeaway: Tools make oversight a bree
Strategy
Mix blinded/unblinded with alpha-spending to keep trials clean. Takeaway: Smart monitoring saves the day.
Latest Story
A heart drug trial’s DSMB made a clutch interim call, saving lives. Takeaway: Oversight’s where science gets real. Analy
Key Takeaway
Effective monitoring through DSMBs and DMCs ensures participant safety and maintains trial integrity. Alpha-spending and
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Filling the Blanks: Cracking Missing Data

Session
Content
Updates
MCAR, MAR, MNAR—puzzle pieces you can solve. Imputation’s stealing the spotlight in trials. Takeaway: Know gaps to keep
Platforms
R’s mice, smcfcs, mitml make imputation and stress-testing a breeze. Takeaway: R’s your data-fix weapon.
Strategy
Mix imputation with sensitivity checks to make FDA/EMA nod. Bulletproof your trial. Takeaway: Impute, test, win.
Latest Story
A vaccine trial beat 20% missing data with MICE, passing EMA scrutiny. Epic comeback. Takeaway: You got this. Analytics
Takeway
Understanding MCAR, MAR, and MNAR is essential to choose the right imputation method and avoid bias. R packages like M
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Cash Meets Care: Health Economics

Session
Content
Updates
ICER, QALY are buzzwords for drug worth. Economic evaluations are a trial must-do. Takeaway: Money talks, learn the ling
Platforms
Decision trees, Markov models, sensitivity tools turn numbers into payer-friendly stories. Takeaway: Models sell the big
Strategy
Craft data-driven models, test hard to win budget folks and policymakers. Takeaway: Solid models mean wins.
Latest Story
A diabetes drug trial’s Markov model proved it was a steal, changing patient lives. Takeaway: Economics makes or breaks
Takeway
ICER (Incremental Cost-Effectiveness Ratio) and QALY (Quality-Adjusted Life Year) are core tools for assessing a drug’s
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Racing Against Time: Survival Analysis Hacks

Session
Content
Updates
Get the lowdown on Kaplan-Meier curves, Cox models, and adaptive designs. Interim peeks can mess things up, but adaptive
Platforms
EAST Survival Module nails real-time trial tracking, handling info fractions and event boundaries like a pro. Takeaway:
Strategy
Dodge interim bias with clever planning and solid boundaries to keep trials flexible yet legit. Takeaway: Play smart, ti
Latest Story
An oncology trial flipped the script with adaptive survival tricks, slashing costs and speeding results. Takeaway: Adapt
Takeway
Adaptive survival designs enhance trial flexibility, speed, and cost-efficiency while preserving statistical validity.
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