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Data Models and Insights

Data Engineering & Processing

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Modular or End-to-End:
Data Science Built for Modern Clinical Trials

Koneksa’s data science capabilities are part of our broader clinical research enablement services.
KH007 study with Koneksa Platform iphone app screens and wearable devices
Whether you need comprehensive support or individual components, we offer both full-service delivery and modular, à la carte solutions that integrate seamlessly into your workflow.​
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Clinical Trial Data Pipeline

We support you at any point in the trial lifecycle—from data ingestion and algorithm development to regulatory submission and real-time insight generation.

Clinical Data Sources

Unified ingestion from EDC, CTMS, Lab Imaging, Wearables & more

Secure Data Lake

Centralized GxP data compliant data foundation with real-time processing 

Deployment and Services

Flexible hosting, compliance and expert support

Specialized Clinical Outputs

From regulatory ready datasets to advanced insights and dashboards

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Your Data Insights Partner

Whether you're building a new data pipeline or optimizing an existing trial, Koneksa helps you get from raw data to scientific insights to support regulatory goals - efficiently and reliably.

​Source-

Agnostic Data Processing​

Machine Learning Model Training

at Scale

​Algorithm Development and Scalable Hosting​

Real-Time Data Visualization & AI-Assisted Exploration

Secure Data Lake & Centralized Storage

SCENARIO:

You're collecting diverse data types—structured, unstructured, and multimedia—and need a single, secure system to store and access everything.

Koneksa Delivers:
  • Centralized, immutable storage (AWS S3-based data lake)

  • Compatible with ambient or wearable sensor data, speech files, cognitive tasks, ePROs and eDiaries

  • Support for CSV, JSON, Parquet, AVRO, and audio format

Benefits:

Available as a managed service or licensed platform module

Source-Agnostic Data Processing

Koneksa Delivers:
  • Scalable ETL pipelines to ingest and normalize diverse sources

  • Vendor-agnostic: Apple Watch, Ametris (formerly ActiGraph), Empatica, Corsano, and more

  • Traceability and audit-ready data transformation logs

  • High-throughput infrastructure for fast turnaround

SCENARIO:

You're working with data from multiple vendors and devices and need consistent processing pipelines.

Engagement Options:
  • Use our infrastructure (fully managed)

  • Or license our platform for internal deployment

Algorithm Development & Scalable Hosting

SCENARIOS:

  1. You want to co-develop a novel digital endpoint

  2. You already have an algorithm but lack the tools to deploy it at scale

Koneksa Delivers:

  • Custom algorithm development with scientific partnership

  • Scalable hosting of both proprietary and third-party models

  • Example: Joint algorithm deployment using both Koneksa and client models 

Flexible Delivery:

  • Hosted by Koneksa or deployed in your cloud

Data Curation to Support Regulatory Goals

Koneksa Delivers:

  • Automated formatting and export to SDTM

  • Schema configuration with no coding required

  • Full traceability of included data and processing steps

  • Supports custom column inclusion and export filters

Part of our full-study support or available as a standalone data service.

SCENARIO:

You need to prepare your clinical research data for regulatory submission, formatted to SDTM or ADaM-compliant structures.

 ML Model Training at Scale

SCENARIO:

You need to train machine learning models on labeled trial data to support endpoint validation or predictive insight.

Koneksa Delivers:

Combine with our algorithm development team—or bring your own model and data.​

Real-Time Data Visualization & AI-Assisted Exploration

Koneksa Delivers:

  • No-code dashboards with customizable views

  • Plain-language query interface powered by AI

  • Monitor protocol adherence, assessment completion, and engagement

  • Shareable with internal and external teams

Offered as:

  • A Koneksa-hosted dashboard or a licensed, self-hosted visualization layer.

SCENARIOS:

  1. You want to monitor trial progress as data is collected

  2. Non-technical stakeholders want to explore trends without writing code

Abstract Background

Why Koneksa?

Koneksa’s data science services are designed to work the way you do:
Modular

License only what you need

Scalable

From pilot studies to global trials 

Compliant

Designed with methodological rigor

Flexible

Fully managed or self-hosted options

 Let's Collaborate 

Ready to accelerate your clinical development with advanced data science services?

Contact us - our experts are ready to partner with you
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