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What Researchers Should Check Before Trusting a Regression Model
What Researchers Should Check Before Trusting a Regression Model
Christina Steinberg
Feb 93 min read


How to Tell if Your Control Group Is Truly Comparable in Observational Research | OpenSimplify
In observational and clinical research, the validity of your conclusions often hinges on a single assumption: that your control group is meaningfully comparable to your exposure or intervention group. When this assumption fails, even technically correct analyses can produce misleading results.
Assessing comparability is not a box-checking exercise. It requires deliberate evaluation of study design, data structure, and baseline characteristics, long before modeling begins.
Christina Steinberg
Jan 223 min read


When a P-Value Is Misleading: What to Look for Instead
When a P-Value Is Misleading: What to Look for Instead
Femi Balogun
Jan 163 min read


How to Detect Confounding Without Advanced Statistics
In clinical research, few problems cause more hidden damage than confounding. It distorts treatment effects, creates false associations, and leads investigators to conclusions that are statistically valid, but scientifically wrong. What makes confounding especially dangerous is that it often remains invisible until long after the paper is published. Fortunately, you do not need advanced modeling to detect it. Many of the most powerful warning signs of confounding appear long
Christina Steinberg
Jan 143 min read


Top 5 Time-Consuming Tasks in Clinical Data Analysis: How to Automate Them
Clinical researchers today are under more pressure than ever to generate insights quickly, accurately, and at scale. But behind every breakthrough finding is a long list of tedious, time-consuming tasks that can drain resources and delay progress.
At OpenSimplify, we’ve worked with researchers across hospitals, academic institutions, and CROs and the same five bottlenecks keep showing up. The good news? These can now be automated with no-code tools like OpenSimplify.
Christina Steinberg
Jun 19, 20252 min read
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