{"title":"Cumulative versus punctuated patterns of R&D learning, productivity and R&D persistence","authors":"Juan A. Mañez, James H. Love, Ana Luiza Terra","doi":"10.1007/s11187-026-01235-2","DOIUrl":null,"url":null,"abstract":"This paper analyses how R&D persistence is affected both by direct learning determinants and indirect determinants through enhanced productivity. Advancing previous research, we allow for three distinct forms of R&D experience through which learning occurs: the firm’s current within-spell learning; learning derived from the firm’s cumulative R&D experience; and the potential detrimental effect of punctuated learning, where a firm’s cumulative R&D experience is divided into multiple R&D spells. Our findings suggest markedly different learning processes depending on firm size and technology. Small and large firms, and firms operating in low and med-tech sectors benefit from cumulative previous R&D but medium-sized and high-tech firms do not. However, a history of fragmented or intermittent R&D is negatively associated with R&D persistence for all firm sizes, but not for low-tech firms. While cumulative R&D experience improves productivity for all firms, there is evidence of an indirect (productivity) association of R&D experience on subsequent R&D persistence only for SMEs and low-tech firms.","PeriodicalId":21803,"journal":{"name":"Small Business Economics","volume":"16 1","pages":""},"PeriodicalIF":5.9000,"publicationDate":"2026-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Small Business Economics","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.1007/s11187-026-01235-2","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0
Abstract
This paper analyses how R&D persistence is affected both by direct learning determinants and indirect determinants through enhanced productivity. Advancing previous research, we allow for three distinct forms of R&D experience through which learning occurs: the firm’s current within-spell learning; learning derived from the firm’s cumulative R&D experience; and the potential detrimental effect of punctuated learning, where a firm’s cumulative R&D experience is divided into multiple R&D spells. Our findings suggest markedly different learning processes depending on firm size and technology. Small and large firms, and firms operating in low and med-tech sectors benefit from cumulative previous R&D but medium-sized and high-tech firms do not. However, a history of fragmented or intermittent R&D is negatively associated with R&D persistence for all firm sizes, but not for low-tech firms. While cumulative R&D experience improves productivity for all firms, there is evidence of an indirect (productivity) association of R&D experience on subsequent R&D persistence only for SMEs and low-tech firms.
期刊介绍:
Small Business Economics: An Entrepreneurship Journal (SBEJ) publishes original, rigorous theoretical and empirical research addressing all aspects of entrepreneurship and small business economics, with a special emphasis on the economic and societal relevance of research findings for scholars, practitioners and policy makers.
SBEJ covers a broad scope of topics, ranging from the core themes of the entrepreneurial process and new venture creation to other topics like self-employment, family firms, small and medium-sized enterprises, innovative start-ups, and entrepreneurial finance. SBEJ welcomes scientific studies at different levels of analysis, including individuals (e.g. entrepreneurs'' characteristics and occupational choice), firms (e.g., firms’ life courses and performance, innovation, and global issues like digitization), macro level (e.g., institutions and public policies within local, regional, national and international contexts), as well as cross-level dynamics.
As a leading entrepreneurship journal, SBEJ welcomes cross-disciplinary research.
Officially cited as: Small Bus Econ