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This paper provides further evidence on the financial valuation of French start-ups over the period 2000-2002. Using association studies, relevant indicators such as net income versus cash flows are used to explain market value and as proxies of growth opportunities. Results show the relevance of accounting models and figures, particularly the ability of net income and operating income to convey useful information for financial analysts in different business settings. These findings from three models show the importance of fundamental analysis when data are available.