A note from the founder

Why I built Evidmark

I'm Umang Garg, a 5th year PhD researcher and teaching assistant at UC Santa Barbara. After grading engineering coursework, I kept returning to one question: how can the repetitive work become lighter without separating a decision from what the instructor taught?

Umang Garg, founder of Evidmark
Umang Garg Founder, Evidmark
5th year PhD researcher, UC Santa Barbara

Grading is a chain of careful decisions

I had to find the relevant work, interpret the rubric in the context of the course, explain the score, and carry the same standard across a class. The work required judgment. Much of the preparation around that judgment was repeated.

I did not want faster answers. I wanted a better way to prepare each decision.

I put the time back into teaching and research

When repetitive grading work takes less of the day, I use that time where attention and presence matter more.

01 Student support

Answering questions, being more present in office hours, and following up where a student is stuck.

02 Better teaching

Writing more useful feedback and preparing explanations around class-wide misconceptions.

03 Deeper TA sections

Creating more comprehensive section materials and covering difficult concepts in greater depth.

04 PhD research

Protecting sustained research time from being fragmented by repeated grading operations.

A grading workflow that keeps its context

I wanted the assignment, solution, rubric, instructor guidance, and student evidence to remain connected. A proposed score should arrive with its reason. Uncertain work should return to the teaching team. The final decision should stay with them.

Follow the teachingBegin with the materials and guidance that define the course.
Show the reasoningKeep the evidence and rationale beside the proposed score.
Keep human controlMake review visible and leave the final decision with the teaching team.

Evidmark began there

It is the workflow I wanted when careful grading met the limits of time.