earthmill-maintenance-logs-dataset-opportunity
type: Dataset
conforms to: http://mlcommons.org/croissant/1.0
alternate name: Earthmill — Maintenance Logs Dataset Opportunity
description: Earthmill holds a substantial **Time Series** dataset comprised of **maintenance logs** and IoT sensor data from its aggregated fleet of over 800 wind turbines. This collection of industrial and IoT data provides a detailed operational history, including records of component stress, performance degradation, and failure events. Its structure is ideal for training algorithms for the **Predictive Maintenance** use case, enabling models to forecast equipment failures before they occur. This data is exceptionally valuable in a rapidly growing market; the global **Wind Turbine Predictive Maintenance** AI market was valued at $1.24 billion in 2024 and is projected to grow at a **CAGR** of 22.8%. [8] While access complexities exist, such as shared data ownership with turbine owners and the need for specific data-sharing clauses, the asset's rarity makes it a strategic acquisition. As a unique **cross-manufacturer dataset**, it offers a comprehensive foundation for developing robust, manufacturer-agnostic predictive models in a market of this **market size**. ⚠ Diligence (valuable data, access to negotiate): Data ownership is likely shared with individual turbine owners through O&M contracts.; Access to high-resolution sensor data may require specific data-sharing clauses in maintenance agreements.; The company acts as a fleet aggregator for 800+ turbines, creating a unique cross-manufacturer dataset. · corporate: independent.
keywords: Maintenance Logs Dataset
keywords: industrial
keywords: Time Series
is accessible for free: false
is live dataset: true
date published: 2026-06-16T09:37:43.983538+00:00
license: One-time license for internal use in developing predictive maintenance AI models for wind turbines.
temporal coverage: Real-time
spatial coverage: UK
creator: Earthmill Maintenance Logs
personal sensitive information: false