Premium
Measuring Firms’ Market Orientation Using Textual Analysis of 10‐K Filings
Author(s) -
Andreou Panayiotis C.,
Harris Terry,
Philip Dennis
Publication year - 2020
Publication title -
british journal of management
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.407
H-Index - 108
eISSN - 1467-8551
pISSN - 1045-3172
DOI - 10.1111/1467-8551.12391
Subject(s) - competitor analysis , market orientation , scale (ratio) , construct (python library) , business , orientation (vector space) , marketing , measure (data warehouse) , customer orientation , competitive advantage , industrial organization , computer science , database , physics , geometry , mathematics , quantum mechanics , programming language
Market‐oriented firms are committed to understanding their customers’ evolving expectations and meeting their needs, while outwitting competitors, to achieve a sustainable competitive advantage and improve performance. This paper develops a measure for market orientation based on textual analysis of 10‐K filings. It utilizes a bag‐of‐words method to identify relevant information from the management's disclosure that underpins the corporate traits measured by the MKTOR scale, a renowned survey instrument for measuring market orientation. Unlike previous studies that rely extensively on small‐scale survey data to estimate market orientation, this novel method leverages instead on the use of big public archival data. We empirically establish strong construct validity for the measures of market orientation and its components, namely customer orientation and competitor orientation. Furthermore, our analyses demonstrate that firms’ performance is positively affected by market orientation and that this relationship is more pronounced in competitive environments. We contribute to the literature by developing an elegant measure of market orientation, which allows for conducting large‐scale longitudinal analyses of its antecedents and consequences.