Kuosmanen, Natalia

Kuosmanen, Natalia

Chief Research Scientist

Ph.D. (Agriculture and Forestry)

+358 45 163 9660

Etlatieto Ltd

productivity, business renewal, empirical methods

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One of the authors in the following publications
Academic Publications

Digital Technology Adoption and Firm Performance: Evidence from Finland’s Service Sector Using Linked Microdata

Kuosmanen NataliaPajarinen MikaHeshmati Almas
This study examines how digital technology adoption relates to firm performance in Finland’s private service sector, an ideal case
Briefs 164

Bottlenecks in the Development of the Finnish Private Service Sector: How to Accelerate Productivity?

Kuosmanen NataliaKaitila VilleKuusi TeroMaczulskij Terhi
Productivity growth in Finland’s service industries has fallen behind that of peer countries, weakening the economy’s growth potential. This
Reports 167

Productivity in the Finnish Service Industries: Capital Intensity, Labor Allocation, Digitalization, Offshoring and Generative AI

Kuosmanen NataliaKaitila VilleKuusi TeroKässi OttoMaczulskij TerhiPajarinen Mika
This report examines the factors shaping productivity in Finland’s private service industries. Specifically, we focus on the link between
Working Papers 133

Are Firms Hiring Enough Workers? Firm-level Evidence from Finland’s Manufacturing and Service Industries

Kuosmanen NataliaKuosmanen TimoPajarinen Mika
Microeconomic theory posits that in competitive markets, wages are determined by the marginal revenue product of labor. This study
Academic Publications

Firm Resilience During Long-Term Economic Stagnation: Register-Based Analysis of Finnish Manufacturing Firms

Ali-Yrkkö JyrkiKuosmanen NataliaPajarinen MikaYlhäinen Ilkka
Economic resilience, the ability of firms to withstand and recover from economic challenges, has traditionally been studied in response
Academic Publications

Do Green Products Pay Off? Register-based Evidence on Finland’s Manufacturing Firms

Kuosmanen NataliaPajarinen Mika
As environmental concerns reshape market demand, the economic implications of producing green products by firms remain underexplored. This study
Academic Publications

Micro-level Structural Change Decomposition of Carbon Productivity: Application to Electricity Generation in Finland

Kuosmanen NataliaKuosmanen TimoMaczulskij Terhi
The transition to renewable energy can lead to major structural changes within the energy sector: climate policies encourage the
Academic Publications

Optimal Resource Allocation: Convex Quantile Regression Approach

Dai ShengKuosmanen NataliaKuosmanen TimoLiesiö Juuso
Optimal allocation of resources across sub-units in the context of centralized decision-making systems such as bank branches or supermarket
Briefs 147

Innovation-led Pathways to Economic Growth

Koski HeliKuosmanen NataliaKuusi Tero
This brief presents key findings from Etla’s “Innovation-Driven Pathways to Economic Growth” project, which deepen the understanding of the
Academic Publications

Knowledge Spillovers from Superstar Tech Firms: The Case of Nokia

Ali-Yrkkö JyrkiCherif RedaHasanov FuadKuosmanen NataliaPajarinen Mika
Do workers hired from superstar tech firms contribute to better firm performance? To address this question, we analyse the
Reports 151

Productivity and Green Transition in Finland

Kuosmanen NataliaKiema IlkkaMaczulskij Terhi
This report discusses the shortcomings of conventional productivity measures that overlook the environmental efforts of firms aiming to reduce
Other publications

Environmental Goods and Services in Trade: Building a new assessment framework and an EGS list – case study Finland

Reinikainen TapioKaitila VilleKuosmanen NataliaKuusi TeroPajarinen MikaJohansson AnnikaLehto NellaFinel Nufar
Environmental Goods and Services in Trade: Building a new assessment framework and an EGS list – case study Finland
This study reviewed existing Environmental Goods and Services (EGS) listings finding many of them outdated due to rapid technological

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