“…Most AATs accept and run student-provided source code, but some assess code tracing, promote good style techniques, or encourage a test-driven approach. In our review of existing literature, we found data relevant to our research questions for these tools: Aari, 1 Athene, 2 Autograder, 3 AutoLep, 4 Automatic Marker, 5 BlueFix, 6 BOSS, 7 CAP, 8 Ceilidh, 9 COALA, 10 CodeWrite, 11 CourseMarker, 12 Curator, 13 JUG, 14 Mooshak, 15 PGSE, 16 Retina, 17 Style++, 18 Submit, 19 Test My Code, 20 TRAKLA, 21 TRAKLA2, 22 Trillium, 23 and Web-CAT. 24 We recognize that published research exists on many comparable tools, but we did not readily find data that addressed our questions.…”