This paper examines the discourse produced in the academic journal Ecological Economics from its inception in 1989, and compares this discourse with that of the field of environmental economics. I used methods for discourse analysis (Alceste and Iramuteq) on 6,308 abstracts of papers published in four journals – namely Ecological Economics, the Journal of Environmental Economics and Management, Environmental Values, and Environmental and Resource Economics, published between 1989 and 2013. The results suggest that the discourse of ecological economics and environmental economics have grown closer over time. The semantic classification of co-occurrent terms used in Ecological Economics indicates increasing significance of the notions of ecosystem services and of monetary valuation. I argue that this trend is parallel to Costanza’s career-path, which suggests the rise of a tacit recognition of the New Environmental Pragmatic scientific approach. I conclude with some of the implications for EE of promoting this kind of discourse to such an extent.