Hardest IOE classes at UMich

Ranked by average GPA from official grade distributions. Only courses with at least 100 graded students.

1. IOE 440: Operations Anlys&mgt Average GPA 3.35, 162 students
2. IOE 366: Intro Eng Data Analy Average GPA 3.37, 545 students
3. IOE 310: Optim and Comp Meth Average GPA 3.50, 499 students
4. IOE 333: Human Factors Ergo Average GPA 3.52, 647 students
5. IOE 512: Dynamic Program Average GPA 3.52, 130 students
6. IOE 515: Stochastic Proc Average GPA 3.55, 121 students
7. IOE 461: Qual Engin Prin Anys Average GPA 3.56, 255 students
8. IOE 452: Corporate Finance Average GPA 3.56, 191 students
9. IOE 466: Stat Quality Control Average GPA 3.60, 180 students
10. IOE 410: Adv Opt/comp Methods Average GPA 3.60, 178 students
11. IOE 510: Linear Program I Average GPA 3.64, 135 students
12. IOE 473: Adv Data Analytics Average GPA 3.67, 186 students
13. IOE 265: Prob & Stat for Engr Average GPA 3.68, 696 students
14. IOE 201: Econ Dec Making Average GPA 3.70, 603 students
15. IOE 539: Safety Engin Methods Average GPA 3.70, 126 students
16. IOE 202: Ops Eng & Analytics Average GPA 3.72, 603 students
17. IOE 463: Measure&des of Work Average GPA 3.73, 144 students
18. IOE 316: Intr Markov Proc Average GPA 3.77, 535 students
19. IOE 561: Risk Analysis I Average GPA 3.80, 219 students
20. IOE 421: Work Organization Average GPA 3.81, 192 students
21. IOE 425: Lean Mfg&services Average GPA 3.82, 172 students
22. IOE 441: Prod & Inv Contrl Average GPA 3.84, 231 students
23. IOE 474: Disc-evt Simulation Average GPA 3.85, 531 students
24. IOE 424: Practicum Prod&srv Average GPA 3.86, 321 students
25. IOE 373: Data Analyt Tls&tecn Average GPA 3.91, 752 students

See also: Easiest classes, UMich course catalog, IOE course catalog.