It is increasingly recognized that the integrity of the data input is one of the most serious limiting factors in modeling complex chemical systems. The reliability of the results generated in modeling studies is critical considering their application to environmental regulation and control. The purpose of this workshop was to bring together modelers, chemical kineticists, theoreticians and program managers, in order to define the critical data needs for modeling the troposphere. This collection of review papers, comments, and recommendations should serve a wide community of atmospheric scientists in identifying and attacking priority problem areas. The National Bureau of Standards is pleased to be responsible for this publication, and to have joined with the Environmental Protection Agency as cosponsors of the workshop.