Our Research Methodology
Every figure we publish is the product of a rigorous, multi-stage research process designed to eliminate bias and maximise accuracy.
Research Workflow
Sources
Primary interviews, trade journals, regulatory filings, company financials
Data Collection
Structured collection across 120+ countries using standardised templates
Market Sizing
Top-down from industry aggregates; bottom-up from company revenues
Validation
Cross-check against independent datasets and expert panel review
Triangulation
Three-source minimum per data point; outlier analysis and reconciliation
Forecasting
Scenario modelling: base, optimistic, and conservative projections
Final Report
Peer-reviewed, formatted, and published with full methodology appendix
Sources
Primary interviews, trade journals, regulatory filings, company financials
Data Collection
Structured collection across 120+ countries using standardised templates
Market Sizing
Top-down from industry aggregates; bottom-up from company revenues
Validation
Cross-check against independent datasets and expert panel review
Triangulation
Three-source minimum per data point; outlier analysis and reconciliation
Forecasting
Scenario modelling: base, optimistic, and conservative projections
Final Report
Peer-reviewed, formatted, and published with full methodology appendix
Top-Down & Bottom-Up Analysis
Our top-down analysis begins with macro-level industry data — total addressable market, GDP contributions, and sector spend — and progressively decomposes these into segment-level estimates. This provides a coherent structural ceiling for all sub-market figures.
Simultaneously, our bottom-up analysis aggregates granular data: individual company revenues, production volumes, unit pricing, and distribution channel volumes. These are summed to reconstruct total market size from first principles.
The two approaches are reconciled and, where they diverge significantly, additional primary research is conducted to resolve discrepancies. The final reported figure reflects the weighted reconciliation of both methodologies.
Forecasting Models & Scenarios
All market forecasts are presented across three scenarios to acknowledge inherent uncertainty and provide decision-makers with a range of plausible outcomes:
Base Scenario
Reflects consensus expectations based on current trends, regulatory environment, and demand signals. This is our primary forecast.
Optimistic Scenario
Models upside risks — accelerated adoption, favourable policy, or technology breakthroughs — that could drive above-consensus growth.
Conservative Scenario
Captures downside risks — economic headwinds, supply chain disruption, or regulatory barriers — producing a cautious lower-bound estimate.
Data Sources & Validation
We draw on a comprehensive range of primary and secondary sources, all subjected to rigorous quality-control checks before inclusion in any report.
Primary research — executive interviews with C-suite, procurement, and technical leaders
Company annual reports, SEC/regulatory filings, and investor presentations
Government statistical agencies (US Census Bureau, Eurostat, national trade ministries)
Trade associations, industry bodies, and standards organisations
Patent databases (USPTO, EPO, JPO) for technology trend analysis
Commodity price indices and financial market data feeds
Academic and peer-reviewed journal publications
Proprietary third-party databases and market intelligence platforms
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