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Biostatistics & Programming

SDTM/ADaM dataset generation and protocol-to-TLF automation with Agentic AI for clinical biostatistics workflows.

Solution by ThoughtSphere
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Overview

Biostatistics & Programming is a module within the ThoughtSphere platform designed for biostatistics and programming teams working on clinical trials. It combines purpose-built tooling with Agentic AI capabilities to support dataset generation, table/figure/listing (TFL) automation, and statistical modeling workflows, while keeping human oversight in place throughout the process.

Intelligent Dataset Generation

  • Auto-maps up to 90% of SDTM variables using ThoughtSphere's patented mapping engine combined with Agentic AI capabilities.
  • Converts raw clinical data into SDTM and ADaM datasets using R, Python, or SAS, with a robust SDK available to support additional programming languages.
  • Includes a Data Export Configuration feature to produce validation-ready SDTM and ADaM submission packages.

Protocol-to-TLF Automation

  • Agentic AI reads and interprets the protocol, Statistical Analysis Plan (SAP), and study metadata to automatically draft TFL shells and the underlying ADaM datasets.
  • Provides a library of TFL shells that users can draw from and extend with new TFLs for future reuse.
  • Reduces repetitive programming tasks, allowing biostatisticians to focus on data interpretation and insights.

Real-Time Modeling for Statistical Consulting

  • Supports model development using real-time curated data as well as imported historical datasets and real-world evidence (RWE) data.
  • Enables creation of AI/ML models to predict outcomes and identify patterns in complex, unstructured data.
  • Includes automated scheduling, audit trails, and reusable templates to streamline statistical consulting workflows.

Biostatistics & Programming is part of ThoughtSphere's broader unified clinical data platform, which also covers areas such as study oversight, risk-based quality management, medical monitoring, safety case transformation, and data curation, among others.

Meta

Domain
Clinical & Regulatory Data Standards
Subdomain
CDISC & Clinical Data Standards Management
Software type(s)
Workflow Automation
Deployment type(s)
Cloud / SaaS
Industry vertical(s)
PharmaBiotechCRO
Development stage(s)
Clinical
Target user(s)
Research ScientistBioinformatician / Computational ScientistQA / Regulatory Affairs
Compliance standard(s)
21 CFR Part 11ICH
Tag(s)
Uses AI