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Lium Research (Lium LLC) — satelliteSAT — satellite-imagery-derived construction-progress dataset for US utility-scale solar: machine-learning analysis of thousands of imagery passes over every Lower-48 project of 50 MW and above (~350 tracked at the 2022 launch, later reported at 650+), with human verification, producing dated project milestones — firstDIRT groundbreaking day, panel and tracker delivery events, installation progress and completion — aggregated into project-, company- and industry-level series across three named products (solarSAT Summary, solarSAT Status Detail, firstDIRT Mo…
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satelliteSAT — satellite-imagery-derived construction-progress dataset for US utility-scale solar: machine-learning analysis of thousands of imagery passes over every Lower-48 project of 50 MW and above (~350 tracked at the 2022 launch, later reported at 650+), with human verification, producing dated project milestones — firstDIRT groundbreaking day, panel and tracker delivery events, installation progress and completion — aggregated into project-, company- and industry-level series across three named products (solarSAT Summary, solarSAT Status Detail, firstDIRT Monthly Update). Adjacent data lines include utility-solar imagery, project and permit databases, panel-delivery data, regional output, storage datasets and forecasts.
From 4 yearsCoverage Utilities · Financials · Information TechnologyAsset class Equities · Commodities
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Lium Research (Lium LLC) — satelliteSAT — satellite-imagery-derived construction-progress dataset for US utility-scale solar: machine-learning analysis of thousands of imagery passes over every Lower-48 project of 50 MW and above (~350 tracked at the 2022 launch, later reported at 650+), with human verification, producing dated project milestones — firstDIRT groundbreaking day, panel and tracker delivery events, installation progress and completion — aggregated into project-, company- and industry-level series across three named products (solarSAT Summary, solarSAT Status Detail, firstDIRT Mo…
Lium offers (Alternative, Geospatial, Fundamental) — Vendor gives the tracked-population rather than a byte count: every US Lower-48 project at 50 MW and above (~350 at launch, 650+ reported by 2023-24), each observed on a near-daily imagery cadence — i.e. order of 10^5-10^6 analysed scenes per year and a milestone event table of a few thousand dated events per year, with the analysed-imagery store itself running to terabytes given daily tasking across 650+ sites.
Buyside alternative-data signal on module, inverter and tracker demand and on named public manufacturers' shipments and market share; private-equity and project-finance independent benchmarking with construction-schedule and commercial-operation-date risk verification during diligence; corporate customer and competitor tracking for developers, EPCs and equipment suppliers; supply-demand and installation nowcasting reconciled against import data; regional-output and storage pipeline analysis; utility and grid-planning cross-check of under-construction stock against interconnection-queue claims.
The data is with 4 years of history.
Coverage spans US; Renewable Energy Power and Facilities, Financial Exchanges and Data, Application Software; alternative, geospatial, fundamental; equities, commodities.
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