One row is one application's revenue snapshot: Business Name, Revenue Model (Subscription, Pay-per-use, Freemium, Advertising, Direct Sales), Annual Revenue (USD), Industry (Software, E-commerce, Education, Gaming, Finance), Customer Base Size and a Description naming the model. 1,000 rows.
Planted faults: the 1,000,000 template default, ten blank names, Unknown Model and subscription in lower case, Old Industry, revenue entered in thousands in eight rows, and names with a trailing space or in lower case.
Part of the DigitalFinance datasets, invented teaching data about Lanternfield, a fictional accelerator and seed fund, and the 1,000 startups that applied to it from January 2022 to March 2026 (data as of 31 March 2026). The businesses, markets and competitors are invented. Source: LucidPlexus, dataset page https://lucidplexus.com/community/dataset.php?slug=digitalfinance