Bringing clinically validated mobility measures into the
real world
A single wearable sensor captures 7 days of data from daily life, providing 24 Digital Mobility Outcomes. Technically & Clinically validated in the Mobilise-D project.
Built on Mobilise-D, the world’s largest clinical mobility study
€50m
Over 5 years of research & trials
300+
Scientists, clinicians & industry experts
100+
Papers in leading journals
~2500
Participants in clinical trials
Conventional measures miss what matters
Clinical assessments shouldn’t be limited to what happens within four walls.
We bridge the gap between mobility capacity and real-world performance.
We bridge the gap between mobility capacity and real-world performance.
Supervised Clinical Assessments
The traditional “Snapshot” methodology conducted in
laboratory settings.
laboratory settings.
Point-in-time snapshots
Subject to biases and lacking longitudinal context.
Supervised ≠ unsupervised
The “Hawthorne Effect” leads to artificial performance levels.
Potential, not performance
Measures what a participant CAN do, not what they actually DO.
Low sensitivity to change
Subtle functional declines are often missed.
VS
Real-World Mobility Data
The Enoda Kinetic methodology for continuous real-world monitoring.
Ecological validity
Captures data in the participant’s natural home environment.
Designed for the real world
Algorithms designed for complex real-world environments.
True mobility performance
Multiple measures of performance over an extended period.
Sensitive & clinically robust
Shown to be sensitive and clinically meaningful in Mobilise-D.
From sensor to insight in four steps
A simple, turnkey process — designed from the ground up to ensure the highest level of data quality for clinical trials.
Proven Mobilise-D protocols
Automated processes, fewer errors
Visualisation & inspection tools
Study-level reporting
Pick your sector below to learn more.
01 – Wear
A single lightweight sensor is placed on the participant’s lower back with an adhesive patch. Configured in one click.
02- Capture
The sensor records movement continuously for 7 days. Data uploads automatically to Enoda’s secure EDC system.
03 – Process
Validated algorithms identify walking bouts in raw data and measure gait characteristics — stride length, cadence, speed.
04 – Deliver
24 Digital Mobility Outcomes are generated across 5 domains, ready for analysis with full reporting and interpretation support.
24 outcomes across 5 domains
Our comprehensive suite of digital mobility outcomes were validated across diverse participants populations.
Note: WB = walking bout. b-b = bout to bout. dur = duration. var = variability. WS = Walking Speed. L = Length.
Amount
Walking Duration
WB Step Count
Pattern
No. of WBs
No. of WBs > 10s
No. of WBs > 30s
No. of WBs > 60s
WB duration
P90 WB duration
WB dur. b-b var.
Pace
WS in 10-30s WBs
WS in >30s WBs
P90 WS in WBs>10 s
P90 WS in WBs>30 s
Stride L in 10-30s WBs
Stride L in >30s WBs
Rhythm
Cadence in all WBs
Cadence WBs >30s
P90 Cadence WBs >30s
Stride dur. in all WBs
Stride dur. in WBs > 30s
Variability
WS var. in WBs > 30s
Stride L var. WBs > 30s
Cadence b-b var.
Stride dur. b-b var.
An End-to-End Solution
Enoda doesn’t just provide a device.
We provide the whole solution from trial design, data collection & processing all the way to reporting and analysis.
We provide the whole solution from trial design, data collection & processing all the way to reporting and analysis.
Trial Design & Support
Our experienced researchers advise on optimal protocols, forms, training & more.
Input to Protocol
Advice on the optimal protocol to collect high quality data.
Select Endpoints
Selecting appropriate mobility endpoints for the research question.
Select Forms
Selection/design of appropriate eCOA and eCRF forms.
Provide Training
Training & support on all devices/forms for clinicians & participants.
Data Capture & Processing
We take care of logistics, data upload, processing validation and more.
Sensor Logistics
Devices delivered to location of choice (test centre or home).
Data Upload
Devices sent back to site/Enoda and data uploaded to our EDC.
Data Processing
Sensor data run through cleaning & processing algorithms.
Generate DMOs
Aggregate data to create Digital Mobility Outcomes (DMOs).
Collect eCOA/eCRF
eCOA and eCRF data collected & cross validated with DMOs.
Reporting & Analysis
The Enoda Kinetic methodology for continuous real-world monitoring.
Operational Reports
Project management reports (participant retention, task completion, etc.).
DMO Reports
Reports generated analysing the DMOs and other data.
DMO Interpretation
Advice on the analysis and interpretation of the DMOs.
The Science Behind Enoda
The first wearable mobility data to be both technically and clinically validated in the real world.
Validated across 6 cohorts
Parkinsons
Multiple Sclerosis
COPD
Proximal Femur Fracture
Congestive Heart Failure
Healthy Adults
Rigorous validation at every level
Our algorithms and Digital Mobility Outcomes were developed and validated within the €50m Mobilise-D project — a multi-year initiative involving 34 universities, hospitals, and industry partners.
Technical validation of algorithms across all 6 cohorts
Clinical validation trials with ~2,400 participants across 4 conditions
Deep body of peer-reviewed research in leading scientific journals
6
Cohorts Technically Validated
4
Cohorts Clinically Validated
2
EMA Letters of Support
5+
Years of Dedicated Research
Regulatory Engagement
Active engagement with both the EMA and FDA, including 2 letters of support from the EMA on the design of the technical and clinical validation studies.
World-Class Mobility Experts
Our team held leading roles in the delivery of Mobilise-D — from academic leadership and algorithm design to data management, participant involvement, and operations. This depth of experience is what makes Enoda unique.
Validated and meaningful measures for clinical trials & clinical care
We work with both industry and academic researchers to deliver validated mobility data for your trial. We also work in the clinical care arena to deliver data that can assist in clinical decision making.
Planning a trial?
Talk to our team about how real-world mobility data can strengthen your endpoints.
Want to learn more?
Read our whitepaper series on why real-world mobility matters and how to measure it.