Is it possible to make money on investing in companies manufacturing solar components? A panel data approach

dc.contributor.authorTomczak, Sebastian Klaudiusz
dc.contributor.authorSkowrońska-Szmer, Anna
dc.contributor.authorSzczygielski, Jan Jakub
dc.date.accessioned2022-02-18T06:01:08Z
dc.date.available2022-02-18T06:01:08Z
dc.date.issued2021-06-09
dc.description.abstractIn the interests of the environment, many countries set limits on the use of non-renewable energy sources and promote renewable energy sources through policy and legislation. Consequently, the demand for components for renewable energy systems exhibits an upward trend. For this reason, managers, investors, and banks are interested in knowing whether investing in a business associated with the semiconductor and related device manufacturing sector, especially the photovoltaic (PV) systems manufacturers, is worthy of a penny. Using a sample for the period of 2015–2018, we apply a new approach to panel data, extending existing research using Classification Trees with the k-Nearest Neighbor and Altman model. Our aim is to analyze the financial conditions of enterprises to identify key indicators that distinguish companies producing PV system components (labeled “green, G”) from companies that do not manufacture PV components (“red, R”). Our results show that green companies can be distinguished from red companies at classification accuracies of 86% and 90% for CRT and CHAID algorithms in Classification Trees method and 93% for k-Nearest Neighbor method, respectively. Based on the Altman model and the analysis of crucial ratios, we also find that green businesses are characterized by lower financial performance although future ratio values may equal or exceed the values for the red companies if current upward trends are sustained. Therefore, investing in green companies presents a viable alternative.en_ZA
dc.description.departmentFinancial Managementen_ZA
dc.description.librarianam2022en_ZA
dc.description.sponsorshipWrocław University of Science and Technologyen_ZA
dc.description.urihttps://www.mdpi.com/journal/energiesen_ZA
dc.identifier.citationTomczak, S.K.; Skowro´nska-Szmer, A.; Szczygielski, J.J. Is It Possible to Make Money on Investing in Companies Manufacturing Solar Components? A Panel Data Approach. Energies 2021, 14, 3406. https://DOI.org/10.3390/en14123406.en_ZA
dc.identifier.issn1996-1073 (online)
dc.identifier.other10.3390/en14123406
dc.identifier.urihttp://hdl.handle.net/2263/84045
dc.language.isoenen_ZA
dc.publisherMDPIen_ZA
dc.rights© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.en_ZA
dc.subjectCRT algorithmen_ZA
dc.subjectk-Nearest neighbors methoden_ZA
dc.subjectManufacturing companiesen_ZA
dc.subjectRenewable energy sourcesen_ZA
dc.subjectIndicatorsen_ZA
dc.subjectClassification treesen_ZA
dc.subjectAltman modelen_ZA
dc.subjectDecision makingen_ZA
dc.subjectPhotovoltaic (PV)en_ZA
dc.subjectChi-squared automatic interaction detector (CHAID)en_ZA
dc.subjectClassification and regression trees (CRT)en_ZA
dc.titleIs it possible to make money on investing in companies manufacturing solar components? A panel data approachen_ZA
dc.typeArticleen_ZA

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