Time Dependency, Data Flow, and Competitive Advantage
نویسندگان
چکیده
Data is fundamental to machine learning-based products and services considered strategic due its externalities for businesses, governments, non-profits, more generally society. It renowned that the value of organizations (businesses, government agencies programs, even industries) scales with volume available data. What often less appreciated data in making useful organizational predictions will range widely prominently a function characteristics underlying algorithms. In this research, our goal study how changes over time change varies across contexts business areas (e.g. next word prediction context history, sports, politics). We focus on from Reddit.com compare value’s time-dependency various Reddit topics (Subreddits). make comparison by measuring rate at which user-generated text loses relevance algorithmic conversations. show different subreddits have rates decline time. Relating interest, we argue competing area decays rapidly alters strategies acquire competitive advantage. When rapidly, access continuous flow be valuable than fixed stock In kind setting, improving user engagement increasing user-base help creating maintaining
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ژورنال
عنوان ژورنال: Social Science Research Network
سال: 2021
ISSN: ['1556-5068']
DOI: https://doi.org/10.2139/ssrn.3828623