The relationship and interaction of military spending and economic growth have been theoretically and empirically investigated since the 1970s but it still cannot provide conclusive evidence towards the direction and the quantification of the impact between the two magnitudes. The use of different data sets in terms of time periods, and number and geographic location of countries, different theoretical background leading to different econometric specifications, and single type of econometric methodology, make any comparison impossible. This paper looks into the dynamic interaction between military spending and economic growth during the period 1988–2013 that includes the recent years of economic crisis covering 138 countries without making any prior assumptions about the theoretical channels of influence, while not limited to a single estimation method but employing a wide range of methodologies in order to form a complete picture of the long‐ and short‐run interaction. Furthermore, as such interaction might not be linear, we create three groups of countries based on the countries' income developmental stage. Overall we find no evidence of long‐ and short‐run causality from the military spending to economic growth except for the developing countries (positive in the long run). However, from economic growth to military spending we find a positive impact for all groups except the least developed countries. We also notice the interaction was more prominent prior to the start of the economic crisis.