start-ver=1.4 cd-journal=joma no-vol=226 cd-vols= no-issue= article-no= start-page=105997 end-page= dt-received= dt-revised= dt-accepted= dt-pub-year=2025 dt-pub=202505 dt-online= en-article= kn-article= en-subject= kn-subject= en-title= kn-title=Costly subjective learning en-subtitle= kn-subtitle= en-abstract= kn-abstract=We examine the behavioral foundation of rational inattention within a menu-choice framework. Unlike previous studies, our approach enables the unique identification of nonadditive information costs. The nonadditivity of information costs makes the effective cost inherently dependent on benefits of information. In contrast to additive cost models, this feature may lead to a violation of the preference for early resolution of menu uncertainty. Early resolution is typically preferable as it allows the agent to fine-tune information for relevant menus. However, if the effective cost function is convex in benefits of information, late resolution may reduce the effective information costs. The violation occurs when this cost-reduction effect outweighs the benefits of early resolution. en-copyright= kn-copyright= en-aut-name=HigashiYouichiro en-aut-sei=Higashi en-aut-mei=Youichiro kn-aut-name= kn-aut-sei= kn-aut-mei= aut-affil-num=1 ORCID= en-aut-name=HyogoKazuya en-aut-sei=Hyogo en-aut-mei=Kazuya kn-aut-name= kn-aut-sei= kn-aut-mei= aut-affil-num=2 ORCID= en-aut-name=TakeokaNorio en-aut-sei=Takeoka en-aut-mei=Norio kn-aut-name= kn-aut-sei= kn-aut-mei= aut-affil-num=3 ORCID= affil-num=1 en-affil=Faculty of Economics, Okayama University kn-affil= affil-num=2 en-affil=Faculty of Economics, Ryukoku University kn-affil= affil-num=3 en-affil=Department of Economics, Hitotsubashi University kn-affil= en-keyword=Information acquisition kn-keyword=Information acquisition en-keyword=Rational inattention kn-keyword=Rational inattention en-keyword=Preference for the timing of the resolution of uncertainty kn-keyword=Preference for the timing of the resolution of uncertainty en-keyword=Preference over menus kn-keyword=Preference over menus END