Quantitative science and technology studies

2025

Anticipatory governance of emerging technologies: White paper

Lehenkari, J., Lähteenmäki-Smith, K., Leväsluoto, J., Hämäläinen, H. & Cole, C., 3 Mar 2025, VTT Technical Research Centre of Finland. 24 p. (VTT White Paper, Vol. 2025).

Research output: Book/Report › Report

Open Access

File

276 Downloads (Pure)

Luovien alojen ja tapahtuma-alan tilannekuvan päivitys

Translated title of the contribution: Update on the status of the creative industries and the event sectorNaumanen, M., 2025, Ministry of Economic Affairs and Employment.

Research output: Book/Report › Report

Open Access

Mapping the discourse of Sustainable Development Goals: a mixed-method bibliometric and thematic exploration

Mortazavi, S., Hajikhani, A., Laine, I. & Salloum, C., 2025, (E-pub ahead of print) In: Management Decision.

Research output: Contribution to journal › Review Article › peer-review

Mid-term evaluation of the leading company initiative (LCI) partnerships - Final report

Lähteenmäki-Smith, K., Hajikhani, A., Naumanen, M., Nyman, J. & Laasonen, V., 31 Mar 2025, Helsinki: Business Finland. 77 p.

Research output: Book/Report › Report

Open Access

2024

A Critical Review of Large Language Models: Sensitivity, Bias, and the Path Toward Specialized AI

Hajikhani, A. & Cole, C., 2024, In: Quantitative Science Studies. 5, 3, p. 736–756 21 p.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

6 Citations (Scopus)

Barriers to immaterial property rights development in research organizations: an explorative study from Finland

Suominen, A. & Deschryvere, M., Oct 2024, In: Journal of Technology Transfer. 49, p. 1935-1958 24 p.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

File

8 Downloads (Pure)

Ekosysteemipalveluiden arvonlisän kasvattaminen biotaloudessa

Translated title of the contribution: Increasing the added value of ecosystem services in the bioeconomyMatila, A., Horne, P., Lehtoviita, J., Kinnunen, P., Korhonen, O., Naumanen, M., Sajeva, M., Turunen, S., Aalto, L. & Inkinen, S., 2024, Prime Minister's Office Finland. 102 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja; No. 2024:19).

Research output: Book/Report › Report

Ekosysteemit uudistumisen ja kasvun vauhdittajina – case Nokia Veturi: Impact Brief

Hajikhani, A., Hyytinen, K., Oksanen, J., Valkokari, K., Kantola, K., Nyman, J., Laasonen, V. & Valtakari, M., 2024, Business Finland. 6 p. (Impact Brief; No. 2/2024).

Research output: Book/Report › Report

Open Access

Foresight and firm performance

Deschryvere, M., Kurki, S., Hyytinen, K. & Suominen, A., 2024, Guidebook for organising corporate foresight. Tahvanainen, A.-J. & Apilo, T. (eds.). VTT Technical Research Centre of Finland, p. 85-92

Research output: Chapter in Book/Report/Conference proceeding › Chapter or book article › Professional

Open Access

Generative AI: Europe’s quest for regulation and industry leadership

Codagnone, C. (Editor) & Hajikhani, A. (Contributor), 13 Mar 2024, 56 p.

Research output: Book/Report › Report

Open Access

Generative AI and Data Spaces: White Paper

García, A. (Editor), Rogotis, S. (Editor), Farrell, E. (Editor), Guggenberger, T. (Editor), Hajikhani, A. (Contributor), Kinnula, A. (Contributor), Komssi, M. (Contributor) & Tuikka, T. (Contributor), 5 Nov 2024, Data Spaces Support Centre. 124 p.

Research output: Book/Report › Report

Open Access

File

29 Downloads (Pure)

Geopolitiikka ja geotalous nakertavat vihreää kasvua

Deschryvere, M. & Rouvinen, P., 29 May 2024, Vihreä kasvu. Hyytinen, A., Maliranta, M., Rouvinen, P. & Tahvanainen, A.-J. (eds.). Taloustieto oy, p. 169-186

Research output: Chapter in Book/Report/Conference proceeding › Chapter or book article › Professional

Open Access

Kotoutumisen tukemisen data-analytiikka

Translated title of the contribution: Data Analytics for Supporting IntegrationNaumanen, M., 2024. 29 p.

Research output: Contribution to conference › Other conference contribution › Professional

Measuring digitalization at scale using web scraped data

Ashouri, S., Hajikhani, A., Suominen, A., Pukelis, L. & Cunningham, S. W., Oct 2024, In: Technological Forecasting and Social Change. 207, 123618.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

File

3 Citations (Scopus)

54 Downloads (Pure)

Shaping the Future of Finnish Innovation: The Evolution of Finnish Innovation Policy and the Path Ahead

Suominen, A., Pihlajamaa, M., Deschryvere, M., Nieminen, M., Lehenkari, J., Bhatia, R., Lähteenmäki-Smith, K., Martins, J. T., Rilla, N., Hyytinen, K., Merisalo, M., Valkokari, K. & Hajikhani, A., 8 Nov 2024, VTT Technical Research Centre of Finland. 30 p.

Research output: Book/Report › Report

Open Access

File

681 Downloads (Pure)

Uudenmaan rakentamisen arvoketju – mahdollisuuksia siirtymässä kiertotalouteen

Translated title of the contribution: Uusimaa's construction value-chain - Possibilities to transition to a circular economyRuismäki, W., zu Castell-Rudenhausen, M., Naumanen, M., Orko, I. & van den Brink, R., 2 Feb 2024, Uudenmaan liitto. 16 p. (Uudenmaan liiton julkaisuja C; No. C 102).

Research output: Book/Report › Report

Open Access

2023

Actions, impact creation, and communication in sustainable business renewal: White paper

Järnefelt, V. (Editor), Sundqvist, H. (Editor), Huang, Q. (Contributor), Vainikainen, S. (Contributor), Markkula, A. (Contributor) & Vehmas, K. (Contributor), 2023, VTT Technical Research Centre of Finland. 44 p. (VTT White Paper; No. 2023).

Research output: Book/Report › Report

Open Access

Examining Publicly Financed Corporate Research and Development as a Driver for Sustainable Development

Cole, C. & Hajikhani, A., 2023, (Unpublished).

Research output: Contribution to conference › Conference Abstract › Scientific

Identification of Emerging Trends Utilizing Large Language Models

Ashouri, S., Cole, C., Arnold, M., Hajikhani, A. & Tahvanainen, A.-J., 2023, (Unpublished).

Research output: Contribution to conference › Conference Abstract › Scientific

KIIHDYTYKSEN AIKA : Yhteiskunnallisten yritysten sosiaaliset innovaatiot

Translated title of the contribution: TIME OF ACCELERATION : Social innovations of social enterprisesLillberg, P., Jalonen, K., Rautiainen, A., Djakonoff, V., Kostilainen, H., Kainulainen, S., Rilla, N., Naumanen, M., Oksanen, J., Myllyoja, J., Klemelä, J., Ala-Kauhaluoma, M. & Salmi , E., 2023, 23 ed. 8 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan artikkelisarja: Policy Brief; No. 2023:22).

Research output: Book/Report › Report

Open Access

Lisää strategista otetta kansainväliseen teknologiayhteistyöhön

Translated title of the contribution: Towards a more strategic approach in international technology cooperationDeschryvere, M. & Lehtinen, S., 12 May 2023, Ministry of Economic Affairs and Employment. 10 p.

Research output: Book/Report › Report

Open Access

The Role of Product Digitization for Productivity: Evidence from Web-Scraping European High- Tech Company Websites

Deschryvere, M., Schubert, T., Ashouri, S., Jäger, A., Visentin, F., Cunningham, S. W., Hajikhani, A., Pukelis, L. & Suominen, A., 11 Jun 2023.

Research output: Contribution to conference › Conference Poster › Scientific › peer-review

The role of product digitization for productivity – evidence from web-scraping European high-tech company websites

Schubert, T., Ashouri, S., Deschryvere, M., Jäger, A., Visentin, F., Cunningham, S. W., Hajikhani, A., Pukelis, L. & Suominen, A., 14 Feb 2023, Maastricht University. 39 p. (Maastricht Economic and social Research institute on Innovation and Technology (UNU-MERIT) Working Paper Series; No. 2023-004).

Research output: Book/Report › Report

Open Access

The uneven role of users in service innovation performance

Rubalcaba, L. & Deschryvere, M., 2023, In: Economics of Innovation and New Technology. 32, 7, p. 953-976

Research output: Contribution to journal › Article › Scientific › peer-review

3 Citations (Scopus)

Uncovering value through exploration of barriers: A perspective on intellectual property rights in a national innovation system

Suominen, A., Deschryvere, M. & Narayan, R., May 2023, In: Technovation. 123, 14 p., 102719.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

15 Citations (Scopus)

Use of AI tools and its impact on the future of work

Hajikhani, A. & Cole, C., 20 Oct 2023, VTT Technical Research Centre of Finland. 30 p.

Research output: Book/Report › Report

Open Access

Yhteiskunnan kehittäjät ja uudistajat: Yhteiskunnallisten yritysten sosiaaliset innovaatiot

Rilla, N., Myllyoja, J., Oksanen, J., Naumanen, M., Jalonen, K., Lillberg, P., Rautiainen, A., Djakonoff, V., Kostilainen, H., Kainulainen, S., Klemelä, J., Ala-Kauhaluoma, M. & Salmi , E., 23 May 2023, Prime Minister's Office Finland. 182 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja; No. 2023:40).

Research output: Book/Report › Report

Open Access

2022

A quantitative and qualitative approach on the evaluation of technological pathways: A comparative national-scale Delphi study

Suominen, A., Hajikhani, A., Ahola, A., Kurogi, Y. & Urashima, K., Jun 2022, In: Futures. 140, 102967.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

File

6 Citations (Scopus)

142 Downloads (Pure)

Connecting firm's web scraped textual content to body of science: Utilizing microsoft academic graph hierarchical topic modeling

Hajikhani, A., Pukelis, L., Suominen, A., Ashouri, S., Schubert, T., Notten, A. & Cunningham, S. W., 2022, In: MethodsX. 9, p. 101650 101650.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

3 Citations (Scopus)

Covid-19 pandemic’s impacts on innovation collaboration

Naumanen, M., 2022.

Research output: Contribution to conference › Conference Abstract › Scientific › peer-review

Open Access

Handbook for a Data-Driven Circular Economy in Finland: Data Sources, Tools, and Governance for Circular Design

Kauppila, T. (Editor), Berg, A., Dahlbo, H., Eilu, P., Heikkilä, P., Hentunen, A., Hilska-Keinänen , K., Horn, S., Ilvesniemi, H., Jenu, S., Karhu, M., Karppinen, T. K. M., Kauppi, S., Kivikytö-Reponen, P., Lavikko, S., Lehtonen, E., Luostarinen, S., Majaniemi, S., Malmi, P. & Naumanen, M. & 14 others, Ovaska, J.-P., Pesonen, L., Pesu, J., Pitkänen, H., Pokki, J., Räisänen, M., Salminen, J., Sapon, S., Siivola, E., Sorvari, J., Tanner, H., Tuovila, H., Uusitalo, T. & Valtanen, K., 2022, VTT Technical Research Centre of Finland. 262 p. (VTT Technology; No. 401).

Research output: Book/Report › Report

Open Access

Indicators on firm level innovation activities from web scraped data

Ashouri, S., Suominen, A., Hajikhani, A., Pukelis, L., Schubert, T., Türkeli, S., Van Beers, C. & Cunningham, S., Jun 2022, In: Data in Brief. 42, 108246.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

7 Citations (Scopus)

Mapping the sustainable development goals (SDGs) in science, technology and innovation: application of machine learning in SDG-oriented artefact detection

Hajikhani, A. & Suominen, A., 5 Apr 2022, In: Scientometrics. 127, 11, p. 6661-6693 33 p.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

File

35 Citations (Scopus)

566 Downloads (Pure)

Survey data on growth companies’ and control group's perceptions on innovative behavior

Suominen, A. & Pihlajamaa, M., Aug 2022, In: Data in Brief. 43, 108324.

Research output: Contribution to journal › Article › Scientific › peer-review

Open Access

Tilastoanalyysi keskisuurten yritysten kasvusta 2000-luvulla

Busk, H. & Naumanen, M., 2022, Pellervon julkaisupalvelu oy. 52 p. (PTT raportteja; No. 275).

Research output: Book/Report › Report

Open Access

Työkoneiden kustannustehokkaat päästövähennyskeinot

Translated title of the contribution: Cost-effective means to reduce emissions from non-road mobile machineryPihlatie, M., Söderena, P., Markkanen, J., Nylund, N.-O., Rahkola, P., Åman, R., Muona, T., Pettinen, R., Naumanen, M., Shah, S. & Baranauskas, M., 19 Oct 2022, Prime Minister's Office Finland. 163 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja; No. 2022:63).

Research output: Book/Report › Report

Open Access

2021

A bibliographical study of software product management research

Hyrynsalmi, S., Suominen, A. & Seppanen, M., 21 Jun 2021, 2021 IEEE International Conference on Engineering, Technology and Innovation, ICE/ITMC 2021 - Proceedings. IEEE Institute of Electrical and Electronic Engineers, 8 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

6 Citations (Scopus)

Anticipation and analysis of industry convergence using patent-level indicators

Ashouri, S., Mention, A. L. & Smyrnios, K. X., Jul 2021, In: Scientometrics. 126, 7, p. 5727-5758

Research output: Contribution to journal › Article › Scientific › peer-review

7 Citations (Scopus)

Quantitative science and technology studies

Research output

Search results