In COBOL, the Report Section and Screen Section are part of the Data Division, which defines all data structures used in the program. The Data Division contains File, Working-Storage, Linkage, Report, and Screen sections. Report Section is used for report generation, while Screen Section defines screen formats for CICS applications.