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predictive maintenance

Discover 3 articles exploring predictive maintenance, from foundational concepts to advanced strategies and real-world applications.

AI & Emerging TechData Story
11 min read·Jan 27, 2026

Digital Twins, Simulation & Synthetic Data KPIs by Sector

Essential KPIs for digital twin and simulation projects, with 2024-2025 benchmark ranges for implementation costs, ROI, and sustainability applications across sectors.

digital twinssimulationsynthetic data+5 more
Climate Tech & DataData Story
7 min read·Jan 25, 2026

Data Story — IoT & Smart Infrastructure: Value Pools and Sector Benchmarks (Angle 8)

Smart infrastructure investments unlock $2.5 trillion in global value by 2030, with sector-specific benchmarks revealing where IoT delivers the highest returns for sustainability and efficiency outcomes.

IoT value poolssmart infrastructure ROIsector benchmarks+5 more
Climate Tech & DataData Story
7 min read·Jan 25, 2026

Data Story — Key Signals in IoT, Sensors & Smart Infrastructure

Smart sensors and IoT networks are transforming climate monitoring and resource efficiency, with the market reaching $158 billion in 2025 and emerging standards reshaping procurement requirements.

IoT sensorssmart infrastructureclimate monitoring+5 more
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