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Forecasting with Alternative Data: Staying Ahead of the Market

By Varchas Manohar

In the highly competitive world of investing, forecasting market trends accurately can be the difference between alpha generation and missed opportunities. Traditional data often lags, but alternative data sources like email receipt data, social media sentiment, and foot traffic patterns provide real-time insights that enable investors to predict revenue and gross merchandise value (GMV) for tickers with precision.

Early Trend Identification: The Edge Investors Need Alternative data shines in its ability to reveal subtle, early trends that traditional datasets might miss. For instance:

  • Email Receipt Data: By analyzing actual purchase receipts, investors can track real-time shifts in consumer spending across sectors such as e-commerce, travel, and subscription services. For example, a spike in transaction volumes for an online marketplace may signal higher GMV for the quarter, enabling investors to adjust positions ahead of earnings.

  • Foot Traffic Patterns: Geolocation data reveals how consumer visits to physical stores correlate with potential revenue growth for retail chains. Consistent growth in foot traffic often aligns with robust sales performance, allowing investors to anticipate earnings surprises.

  • Sentiment Analysis: Public sentiment about a brand or product on social media can highlight shifts in consumer preference. Positive sentiment surges, combined with other data points, might indicate growing market share for specific tickers.

Sector-Specific Success Stories In sectors like retail or delivery, alternative data excels in forecasting GMV. For example, email receipt data from a food delivery platform like Zomato or Swiggy can be aggregated to show an increase in Gross order value(GOV), order frequency or average order value(AOV). By correlating these insights with historical performance, investors can accurately predict the platform’s quarterly revenues. Similarly, in travel, email receipt data helps investors gauge bookings for airlines and hotels. Coupled with seasonal trends, this data provides an early signal of strong or weak performance, directly influencing stock valuations.

Forecasting Revenue, Not Just Trends Unlike traditional consumer sentiment surveys, alternative data delivers actionable insights tied directly to ticker performance. By backtesting email receipt data against past earnings, investors can fine-tune predictive models that link consumer behavior to revenue growth. For example, a surge in email receipts for a popular electronics retailer like Apple before the holiday season might correlate with an upward revision in quarterly earnings forecasts.

Why It Matters In a data-driven market, investors need to stay ahead, not just react. Alternative data empowers them to do just that, offering real-time, granular insights that help forecast revenues and GMV for tickers with unparalleled accuracy. By integrating these datasets into their strategies, investors gain a significant edge, turning data into decisive market moves. If you would like to leverage email receipt data, reach out.  We’d love to hear from you.