Web mining of firm websites: A framework for web scraping and a pilot study for Germany
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- Max Nathan & Anna Rosso, 2017.
"Innovative events,"
Development Working Papers
429, Centro Studi Luca d'Agliano, University of Milano, revised 08 Apr 2019.
- Nathan, Max & Rosso, Anna, 2019. "Innovative Events," IZA Discussion Papers 12213, Institute of Labor Economics (IZA).
- Max Nathan & Anna Rosso, 2019. "Innovative events," CEP Discussion Papers dp1607, Centre for Economic Performance, LSE.
- Nathan, Max & Rosso, Anna, 2019. "Innovative events," LSE Research Online Documents on Economics 102626, London School of Economics and Political Science, LSE Library.
- Nathan, Max & Rosso, Anna, 2019. "Innovative Events," SocArXiv t3jrq, Center for Open Science.
- Rammer, Christian & Kinne, Jan & Blind, Knut, 2016. "Microgeography of innovation in the city: Location patterns of innovative firms in Berlin," ZEW Discussion Papers 16-080, ZEW - Leibniz Centre for European Economic Research.
- Rammer, Christian & Crass, Dirk & Doherr, Thorsten & Hud, Martin & Hünermund, Paul & Iferd, Younes & Köhler, Christian & Peters, Bettina & Schubert, Torben, 2016. "Innovationsverhalten der deutschen Wirtschaft: Indikatorenbericht zur Innovationserhebung 2015," The Annual German Innovation Survey, Key Figures Reports 128149, ZEW - Leibniz Centre for European Economic Research.
- Janz, Norbert & Ebling, Günther & Gottschalk, Sandra & Peters, Bettina & Schmidt, Tobias, 2002. "Innovationsverhalten der deutschen Wirtschaft: Indikatorenbericht zur Innovationserhebung 2001," The Annual German Innovation Survey, Key Figures Reports 111699, ZEW - Leibniz Centre for European Economic Research.
- Manfred M. Fischer & Arthur Getis (ed.), 2010. "Handbook of Applied Spatial Analysis," Springer Books, Springer, number 978-3-642-03647-7, June.
- Zoltan J. Acs & Luc Anselin & Attila Varga, 2008.
"Patents and Innovation Counts as Measures of Regional Production of New Knowledge,"
Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151,
Edward Elgar Publishing.
- Acs, Zoltan J. & Anselin, Luc & Varga, Attila, 2002. "Patents and innovation counts as measures of regional production of new knowledge," Research Policy, Elsevier, vol. 31(7), pages 1069-1085, September.
- Sanjay K. Arora & Jan Youtie & Philip Shapira & Lidan Gao & TingTing Ma, 2013. "Entry strategies in an emerging technology: a pilot web-based study of graphene firms," Scientometrics, Springer;Akadémiai Kiadó, vol. 95(3), pages 1189-1207, June.
- Mohammad Arzaghi & J. Vernon Henderson, 2008.
"Networking off Madison Avenue,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1011-1038.
- J. Vernon Henderson & Mohammad Arzaghi, 2005. "Networking Off Madison Avenue," Working Papers 05-15, Center for Economic Studies, U.S. Census Bureau.
- Rammer, Christian & Berger, Marius & Doherr, Thorsten & Hud, Martin & Hünermund, Paul & Iferd, Younes & Peters, Bettina & Schubert, Torben, 2017. "Innovationsverhalten der deutschen Wirtschaft: Indikatorenbericht zur Innovationserhebung 2016," The Annual German Innovation Survey, Key Figures Reports 155758, ZEW - Leibniz Centre for European Economic Research.
- Gilles Duranton & J. V. Henderson & William C. Strange (ed.), 2015. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 5, number 5.
- Bersch, Johannes & Gottschalk, Sandra & Müller, Bettina & Niefert, Michaela, 2014. "The Mannheim Enterprise Panel (MUP) and firm statistics for Germany," ZEW Discussion Papers 14-104, ZEW - Leibniz Centre for European Economic Research.
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Technological Forecasting and Social Change, Elsevier, vol. 197(C).
- Rammer, Christian & Es-Sadki, Nordine, 2022. "Using big data for generating firm-level innovation indicators: A literature review," ZEW Discussion Papers 22-007, ZEW - Leibniz Centre for European Economic Research.
- Proeger, Till & Meub, Lukas, 2022. "Innovative Betriebe und Innovationsmuster im Hamburger Handwerk," ifh Forschungsberichte 7, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
- Kinne, Jan & Krüger, Miriam & Lenz, David & Licht, Georg & Winker, Peter, 2020. "Coronavirus pandemic affects companies differently: A high-frequency website analysis of companies' reactions to the coronavirus pandemic in Germany," ZEW Expert Briefs 20-05e, ZEW - Leibniz Centre for European Economic Research.
- German Data Forum RatSWD (ed.), 2020. "Big data in social, behavioural, and economic sciences: Data access and research data management," RatSWD Output Series, German Data Forum (RatSWD), volume 6, number 6-4en.
- Janna Axenbeck & Patrick Breithaupt, 2021. "Innovation indicators based on firm websites—Which website characteristics predict firm-level innovation activity?," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-23, April.
- Meub, Lukas & Proeger, Till & Bizer, Kilian, 2022. "Vernetzung von Unternehmen und Forschungseinrichtungen in regionalen Innovationssystemen durch Webscraping," Göttinger Beiträge zur Handwerksforschung 62, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
- Jan Kinne & David Lenz, 2021. "Predicting innovative firms using web mining and deep learning," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-18, April.
- Axenbeck, Janna & Breithaupt, Patrick, 2019. "Web-based innovation indicators: Which firm website characteristics relate to firm-level innovation activity?," ZEW Discussion Papers 19-063, ZEW - Leibniz Centre for European Economic Research.
- Proeger, Till & Meub, Lukas & Bizer, Kilian, 2021. "Webscraping als Instrument zur tagesaktuellen und umfassenden digitalen Analyse des Handwerks," Göttinger Beiträge zur Handwerksforschung 55, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
- Meub, Lukas & Proeger, Till & Fuhrich, Svenja & Ullrich, Matthias & Bizer, Kilian, 2023. "Zukunftsfelder für Smart City: Eine Webscraping-Analyse von Betrieben und Organisationen der Landkreise Hildesheim, Peine und der Region Hannover," ifh Forschungsberichte 15, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
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More about this item
Keywords
Web Mining; Web Scraping; R&D; R&I; STI; Innovation; Indicators; Text Mining;All these keywords.
JEL classification:
- O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
- C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
- C88 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Other Computer Software
NEP fields
This paper has been announced in the following NEP Reports:- NEP-BIG-2018-09-03 (Big Data)
- NEP-CMP-2018-09-03 (Computational Economics)
- NEP-ICT-2018-09-03 (Information and Communication Technologies)
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