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Market Insights

Our Methodology

Our international team of analysts in the Statista Market Insights creates expert data to provide valuable insights into 1000+ different markets in 190+ geographies.

Each market is covered with in-depth industry expertise, data Science-based approaches, an international mindset, and a love for quality, and methodological robustness.

We run through six steps of data creation that follow a quality-focused methodology approach: Sourcing, Processing, Modelling, Forecasting, Quality Control, Updating.

Market Insights Methodology Document

Market Insights: Market forecast and Statistics

Sourcing

  • We use secondary data sources: we vet all sources for quality and prefer well-established ones, e.g., statistical offices, industry & trade associations, public institutions, specialized private research companies, financial & company data.
  • We use primary data sources: Statista Consumer Insights conducts primary research in up to 55 countries and with up to 60,000 respondents per country on current and relevant consumer behavior, trends, and branding questions.
  • We use freely available data, purchased data, as well as the data of exclusive partners whom we cooperate with.
  • We may vary the scope and depth of our market data depending on the availability of high-quality input data to ensure quality standard.

Processing

  • Any data retrieved is quality checked, cleaned, and standardized.
  • We remove any inexplicable outliers, fill data gaps, complete time series, adjust for inconsistencies, etc.
  • We do so, by applying multi-source merging techniques, triangulation of multiple sources, driver-based gap-filling, interpolation, and manual research
  • We harmonize data structures as a basis for high-quality modeling and forecasting.

Modelling

  • We build proprietary data models for each market individually, which allows us to capture all market-specific dynamics present.
  • All models follow standardized top-down or bottom-up modelling approaches with best-in-class modeling logic and structure.
  • Each model covers our full geographical scope, meaning all countries are modeled using the same logic and are therefore comparable.
  • All models leverage Data Science, Machine Learning, and increasing extent Artificial Intelligence technologies to scale.

Forecasting

  • All markets have a five-year forecasting time horizon.
  • Forecasts are conducted using well-established scientific forecasting methods including but not limited to Auto-Regressive Integrated Moving Average (ARIMA), S-Curve (Bass Diffusion model), Exponential trend smoothing (ETS).
  • The selection, combination, and further development of forecasting methods based on industry expertise is unique to every market and conducted by the respective market analyst.
  • Current or historical data is updated if new insights become apparent and reflect, similarly to forecasts, modeled data, which approximates but does not reflect reality (which is true for all comparable data sources).

Quality Control

  • We ensure data accuracy primarily by vetting input sources and conducting frequent updates based on novel events or customer feedback.
  • We ensure data completeness by constantly adding new KPIs and content to our hierarchical market structures, and covering sufficient geographies to represent +99% of the global GDP.
  • We ensure data consistency by working with standardized tools, methods and approaches, leveraging Data Science, Machine Learning, and AI technologies and harmonizing data structures in well-maintained data warehouses.
  • We ensure data validity by creating and vetting our market models exhaustively as well as by interacting with our multiple hundred thousand of customers who view, check, question, and validate our data every month.

Updating

  • We update our data at least twice a year, given novel events such as COVID-19 or the Russia-Ukraine war, even more frequently.
  • With every update we check for new sources, new developments in the market and their implications on all KPIs provided for the respective market.
  • At the same time, we realize any customer feedback, quality improvement measures we have collected since the previous update.
  • Usually, we also add new content with updates, as we get to know the markets better, understand our customer needs better and increase content relevance continuously.

FAQs

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Data & methodology

Market-specific questions

Technical Questions & Support

Contact

Get in touch with us. We are happy to help.
Meredith Alda
Sales Manager
Tel

+1 914 619-5895

Mon - Fri, 9am - 6pm (EST)

Lodovica Biagi
Director of Operations
Tel

+44 (0)20 8189 7000

Mon - Fri, 9:30am - 5pm (GMT)

Ayana Mizuno
Business Development Manager

Mon - Fri, 10:00am - 6:00pm (JST)

Carolina Dulin
Group Director - LATAM
Tel

+1 212 419-5774

Mon - Fri, 9am - 6pm (EST)

Yolanda Mega
Operations Manager
Tel

+65 6995 6959

Mon - Fri, 9am - 5pm (SGT)