The Application Configuration Analyst at Tango Management Consulting LLC is responsible for developing functional design documents for applications, including specifications for fields, tables, triggers, tabs, and functions. This role involves configuring applications using system tools and scripting languages such as JSON and XML, as well as performing data conversion tasks. Some responsibilities can be executed remotely, providing flexibility in the work environment.