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The value of big data for analyzing growth dynamics of technology based new ventures

Author

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  • Maksim Malyy

    (Skolkovo Institute of Science and Technology)

  • Zeljko Tekic

    (Skolkovo Institute of Science and Technology
    HSE University, Graduate School of Business)

  • Tatiana Podladchikova

    (Skolkovo Institute of Science and Technology)

Abstract

This study demonstrates that web-search traffic information, in particular, Google Trends data, is a credible novel source of high-quality and easy-to-access data for analyzing technology-based new ventures (TBNVs) growth trajectories. Utilizing the diverse sample of 241 US-based TBNVs, we comparatively analyze the relationship between companies' evolution curves represented by search activity on the one hand and by valuations achieved through rounds of venture investments on another. The results suggest that TBNV's growth dynamics are positively and strongly correlated with its web search traffic across the sample. This correlation is more robust when a company is a) more successful (in terms of valuation achieved) - especially if it is a "unicorn"; b) consumer-oriented (i.e., b2c); and 3) develops products in the form of a digital platform. Further analysis based on fuzzy-set Qualitative Comparative Analysis (fsQCA) shows that for the most successful companies ("unicorns") and consumer-oriented digital platforms (i.e., b2c digital platform companies) proposed approach may be extremely reliable, while for other high-growth TBNVs it is useful for analyzing their growth dynamics, albeit to a more limited degree. The proposed methodological approach opens a wide range of possibilities for analyzing, researching and predicting the growth of recently formed growth-oriented companies, in practice and academia.

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  • Maksim Malyy & Zeljko Tekic & Tatiana Podladchikova, 2021. "The value of big data for analyzing growth dynamics of technology based new ventures," Papers 2104.03053, arXiv.org.
    • Handle: RePEc:arx:papers:2104.03053
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    References listed on IDEAS

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    1. Tekic, Zeljko & Chemikhin, Andrei & Malyy, Maksim, 2024. "Market-first or technology-first? Exploring unicorns’ pathways to extreme valuations," Technology in Society, Elsevier, vol. 77(C).
    2. Atzmon, Morane Batya & Vanderstraeten, Johanna & Albers, Sascha, 2022. "Small-firm growth-enabling capabilities: A framework for young technology-based firms," Technovation, Elsevier, vol. 117(C).
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    4. Chatterjee, Sheshadri & Chaudhuri, Ranjan & Kumar, Ajay & Aránega, Alba Yela & Biswas, Baidyanath, 2023. "Development of an integrative model for electronic vendor relationship management for improving technological innovation, social change and sustainability performance," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).

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