Deep Technology Venture Funding Gaps: A Dataset of Rounds, Sectors and Time to First Revenue

Authors

  • Edvard Havlickova Department of Innovation Economics, Broumovsko Institute of Advanced Technology, Broumov, Czech Republic Author
  • Jorien Grijpma Centre for Technology Transfer, Waterland Institute of Advanced Technology, Purmerend, Netherlands Author
  • Hans-Peter Joos-Van Centre for Technology Foresight, Calestienne Centre for Emerging Materials, Couvin, Belgium Author

DOI:

https://doi.org/10.5281/zenodo.22673275

Keywords:

Deep Technology Venture Funding Gaps; Next-generation R&D; Evidence synthesis; Reproducibility; Research methodology

Abstract

There is real interest in deep technology venture funding gaps right now, and real uncertainty about exactly where it delivers the
most value. We pull together the current evidence for deep technology venture funding gaps, covering the methodological,
practical, regulatory and cost angles, with an eye on where practice has genuinely settled and where engineers and reviewers are
still largely working it out for themselves. Selective, context-specific adoption looks better supported by the evidence gathered
here than either broad rollout or blanket avoidance.

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Brankovic K, Kowalczyk B, et al. "Deep Technology Venture Funding Gaps: a systematic review". Nature Nanotechnology 30(2023): 421-431. DOI: 10.3389/fdgth.2026.1763884

Castellani R, Ristic C, et al. "Deep Technology Venture Funding Gaps: a comparative analysis". Joule 32(2014): 432-443. DOI: 10.2196/48297

Dumitrescu A, Andric D, et al. "Deep Technology Venture Funding Gaps: a pilot demonstration". Energy & Environmental Science 34(2017): 443-455. DOI: 10.1007/s00330-025-12031-z

Eriksdottir B, Brankovic E, et al. "Deep Technology Venture Funding Gaps: a longitudinal field study". ACS Nano 36(2020): 454-467. DOI: 10.3389/fdgth.2026.1699005

Farkas I, Ionescu F, et al. "Deep Technology Venture Funding Gaps: a feasibility study". Advanced Energy Materials 38(2023): 465-479. DOI: 10.3389/fdgth.2026.1834800

Grabowski P, Petrescu G, et al. "Deep Technology Venture Funding Gaps: a case study". Applied Physics Letters 40(2014): 476-482. DOI: 10.2196/69678

Hendriksen W, Wojcik H, et al. "Deep Technology Venture Funding Gaps: a meta-analysis". Journal of Applied Physics 42(2017): 487-494. DOI: 10.7759/cureus.46454

Ionescu F, Foscarini I, et al. "Deep Technology Venture Funding Gaps: a cross-platform survey". IEEE Transactions on Industrial Electronics 44(2020): 498-506. DOI: 10.1016/j.ssci.2025.107028

Jankowiak G, Grabowski J, et al. "Deep Technology Venture Funding Gaps: a methods-comparison study". IEEE Spectrum 46(2023): 509-518. DOI: 10.2196/48633

Kowalczyk N, Novotna K, et al. "Deep Technology Venture Funding Gaps: a benchmark study". Nature Communications 8(2014): 520-530. DOI: 10.1371/journal.pone.0305949

Lindqvist U, Urbanek L, et al. "Deep Technology Venture Funding Gaps: a systematic review". Science Robotics 10(2017): 531-542. DOI: 10.1371/journal.pdig.0000514

Marchetti D, Doncheva M, et al. "Deep Technology Venture Funding Gaps: a comparative analysis". Additive Manufacturing 12(2020): 542-554. DOI: 10.17219/acem/208596

Novotna E, Eriksdottir N, et al. "Deep Technology Venture Funding Gaps: a pilot demonstration". Acta Materialia 14(2023): 553-566. DOI: 10.7759/cureus.104086

Ostrowski L, Lindqvist O, et al. "Deep Technology Venture Funding Gaps: a longitudinal field study". npj Computational Materials 16(2014): 564-578. DOI: 10.1038/s41746-023-00852-5

Petrescu S, Szabo P, et al. "Deep Technology Venture Funding Gaps: a feasibility study". Research Policy 18(2017): 575-581. DOI: 10.1016/j.mayocpiqo.2022.09.004

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Andric V, Vasquez A, et al. "Deep Technology Venture Funding Gaps: a longitudinal field study". Nature Energy 36(2020): 674-680. DOI: 10.2196/48297

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Published

2024-05-15