How do recruiters handle humanities undergraduate CGPAs versus engineering ones at IIM Lucknow?
Recruiters at IIM Lucknow apply uniform CGPA cutoffs regardless of undergraduate stream, which genuinely disadvantages humanities graduates whose grading scales were compressed. A 7.0 or 7.5 on a 10-point scale is the standard floor at most firms, and a 6.9 from a humanities programme where the batch topper scored 7.3 looks identical to a 6.9 from an engineering college with grade inflation. This is unfair. It is also the reality you are working within.
Why Recruiters Don't Adjust
Automated applicant tracking systems flag CGPAs below threshold before a human sees your CV. McKinsey, BCG, and Bain run first-pass filters this way. So do finance firms like Goldman Sachs, Morgan Stanley, and Citi, where a hard 7.5 cutoff is standard for investment banking and markets roles. HR coordinators handling hundreds of CVs in a two-hour window do not contextualise grading norms across disciplines. The burden of translation falls entirely on you.
The Numbers Tell a Clearer Story
Here is how the same raw CGPA reads differently depending on stream context:
| Stream | Raw CGPA | Typical batch topper | Approximate percentile |
|---|---|---|---|
| Engineering (grade-inflated) | 7.2 | 9.4 | ~50th |
| Humanities (tight grading) | 7.2 | 7.8 | ~85th |
| Commerce/Economics | 7.2 | 8.6 | ~65th |
A humanities student at 7.2 is often performing well above median. A recruiter seeing only the number assumes otherwise.
How to Fix This on Your CV
State your class rank or percentile in the education section, not in a footnote. "Ranked 4th of 118, Department of English, Delhi University" reframes everything immediately.
IIM Lucknow's career services team explicitly recommends leading the education block with academic honours: university medals, departmental distinctions, or prize scholarships. If your institution does not publish ranks, request a class rank letter from your registrar before placements begin.
Cover letters allow more room to explain grading distributions, but most shortlisting happens before anyone reads a cover letter. Fix the CV first.
Where Humanities Graduates Land
The stream gap is most painful in finance and least damaging in marketing and general management. Roles at HUL, ITC, and Marico weight communication, consumer intuition, and cultural fit heavily alongside academics.
Consulting is competitive but accessible: a 98+ percentile CAT score combined with strong case performance has historically offset a modest undergrad CGPA at firms like BCG and Kearney. Finance is the hardest gate.
Investment banking shortlists at Goldman and Morgan Stanley remain dominated by engineering and commerce graduates unless your CGPA clears the automated threshold cleanly.
The Honest Assessment
If your humanities CGPA sits below 7.0, prioritise roles where academic filters are less rigid: marketing, operations, and general management tracks. If it clears 7.5, you are competitive almost everywhere provided your CAT percentile and work experience hold up. Do not pretend the bias does not exist, and do not rely on recruiters to make inferences your CV should be making for you.
Pro Tip: Email your undergraduate department before your IIM Lucknow placement season and request an official letter stating your class rank and the batch's grade distribution, then attach it as an addendum when firms accept supplementary documents.