Should You Use CGPA Cutoffs When Hiring Freshers?

Last updated: 23 October 2026 · By the Asuraa Team

Quick answer: Companies should use a CGPA cutoff only as a low, published floor for very high-volume hiring, not as a measure of talent. A 2024 Journal of Applied Psychology meta-analysis found academic performance correlated just .21 with job performance overall, while grades in job-relevant courses did better. Indian CGPAs also vary in marking across universities, so skills tests, work samples and structured interviews should drive selection.

Key takeaways

• A 2024 Journal of Applied Psychology meta-analysis found a mean corrected correlation of .21 between academic performance and job performance across 114 studies.
• Grades in major-specific or practicum courses showed operational validities in the .30s and .40s, so job-relevant marks beat overall CGPA.
• Schmidt and Hunter's 1998 meta-analysis rated work samples at .54, ability tests at .51 and structured interviews at .51, against .10 for years of education.
• The UGC CBCS guidelines set a 10-point grade scale from O (10) to F (0) but give no national formula for converting CGPA to a percentage.
• TCS's 2024 NQT eligibility, as relayed by a university placement notice, set a floor of 60% or 6 CGPA with no active backlogs.

Use a CGPA cutoff only as a low, clearly stated volume filter when you genuinely cannot assess everyone, and never as your main measure of ability. Grades carry some signal, but research puts it well below work samples, ability tests and structured interviews, and Indian CGPAs are not comparable across universities. A blanket "7.5 and above" rule mostly filters out good candidates from strict-grading colleges.

Should companies use a CGPA cutoff for hiring?

Companies can use a CGPA cutoff, but it should be a modest floor for high-volume drives, not a measure of talent. The best recent evidence is a 2024 meta-analysis in the Journal of Applied Psychology by Van Iddekinge and colleagues, which found a mean corrected correlation of .21 between academic performance and job performance across 114 studies, with a wide credibility interval of .04 to .37 (University of Iowa research repository). The same study found academic performance did not predict turnover (-.02).

Compare that with other tools. In Schmidt and Hunter's classic 1998 meta-analysis, work sample tests had a validity of .54, general mental ability tests .51 and structured interviews .51, while years of education managed only .10 (Schmidt & Hunter, 1998). Grades sit somewhere in between: useful, but not strong enough to justify rejecting people on a decimal point.

Why is CGPA hard to compare across Indian colleges?

CGPA is hard to compare because the scale is standard but the marking behind it is not. The UGC's Choice Based Credit System guidelines set a 10-point letter grade scale, from O (Outstanding) at 10 points through A+ (9), A (8), B+ (7), B (6), C (5) and P (4) to F (0), and define SGPA and CGPA as credit-weighted averages (UGC CBCS guidelines).

Three things still vary:

• Marking and grading method. Each university sets its own question papers and evaluation, and the guidelines leave room for universities to set their own pass grade and the CGPA needed for a degree. The same paper can earn an A at one university and a B+ at another.
• Conversion to percentage. The UGC guidelines give no formula for converting CGPA to a percentage. Each university publishes its own, so a "60% or 6 CGPA" rule can treat two equally strong students differently.
• Course load and branch. A 7.2 in a tough core branch with heavy lab credits is not the same achievement as a 7.2 in a lighter programme, even within one college.

This is why a single number across a pan-India applicant pool is a weak comparison. It works better inside one college, where candidates were graded by the same faculty. The 2024 meta-analysis supports this: validity was higher in samples drawn from the same university or the same major (Van Iddekinge et al., 2024).

What CGPA cutoffs do large IT firms use?

Large IT services firms have historically set a uniform academic floor rather than a high bar. For its 2024 NQT hiring, TCS's eligibility as relayed by a university placement notice dated 29 March 2024 required a minimum of 60% or 6 CGPA throughout academics, no active backlogs at the time of the test, and a total education gap of no more than 24 months (TCS eligibility notice via Arka Jain University). Criteria change every year, so check the current official notice before benchmarking against it.

Two lessons for smaller employers follow. First, even the largest fresher recruiters set the floor at a pass-with-comfort level, then let aptitude tests and interviews do the real selection. Second, these firms screen very large applicant pools; your startup screening 300 applicants for five roles does not face the same volume problem and has less reason to copy the filter.

When does a CGPA cutoff help, and when does it filter out talent?

A cutoff helps when volume is genuinely unmanageable and the role leans on academic knowledge; it filters out talent when it is set high, applied across colleges, or used for skill-based roles. Use this decision rule:

The 2024 meta-analysis supports weighting relevant subjects: grades in major-specific or practicum courses showed operational validities in the .30s and .40s, and professor ratings beat overall grades (Van Iddekinge et al., 2024).

What are good alternatives to a CGPA cutoff?

The best alternatives measure the job directly. Work samples, ability tests and structured interviews all outperform education measures in the research above. A practical order for a fresher funnel:

1. Publish must-haves honestly. List the degree and skills the role needs. If you do use a floor, state it in the job post so candidates do not waste time.
2. Run a short online test for everyone eligible. 30 to 45 minutes of aptitude or role-specific questions is a fairer first filter than CGPA across colleges.
3. Review projects and internships. A deployed project, a GitHub repository or an internship certificate tells you more about a developer than a 0.3 CGPA difference.
4. Use a work sample for the shortlist. Keep it short and relevant; our guide to fair take-home assignments for freshers covers time caps and rubrics.
5. Finish with a structured interview. Same questions, same order, anchored scores; see how to run a structured interview.
6. Use CGPA last, as a tie-breaker. When two candidates are equal on everything else, grades in relevant subjects are a reasonable final input.

This is the core of skill-based hiring, and it widens your pool to candidates from smaller colleges, who often have strong projects but lower marks under strict grading. Our employer guide to hiring freshers in India puts these steps in sequence.

What do most guides on CGPA cutoffs get wrong?

Most guides frame the question as "grades matter" versus "grades do not matter". The research says something more useful: overall CGPA has modest predictive value, but specific, job-relevant academic evidence can be quite predictive. A 2024 meta-analysis found operational validities in the .30s and .40s for major-specific or practicum course measures, against .21 for academic performance overall (Van Iddekinge et al., 2024).

So the fix is not to ignore marks. It is to look at the right marks: the data structures grade for a developer, the accounting papers for a finance trainee, the lab and project grades for a core engineer. The same study found official records predicted better than self-reports, so if grades matter for the role, ask for the marksheet rather than relying on the CV.

A second common mistake is assuming campus placement cells require a cutoff. Most simply ask you to state your eligibility criteria. IIT Madras's recruiter guide, for example, has employers enter eligibility criteria in the registration form, and treats revoking an offer over criteria not stated in the job description as a policy violation (IIT Madras Placement Office). Whatever floor you choose, write it down before the drive.

Is a CGPA cutoff fair to candidates?

A low, published cutoff is reasonable; a high or hidden one is not fair to candidates from strict-grading colleges, and it narrows your pool for little gain. In Asuraa's October 2026 job market report, the most frequently named skills in fresher listings were communication (36.0%), Python (35.3%) and SQL (20.1%), all things you can test directly in under an hour.

If a candidate is rejected on CGPA alone, tell them so in the rejection message; it lets them apply elsewhere instead of guessing. Candidates who want to know how to present lower grades can read our guide on what to do about a low CGPA on a resume.

Related guides

• Hiring Freshers in India: The Complete Employer Guide
• How to Run a Structured Interview for Entry-Level Roles
• Phone Screen Script for Recruiters Hiring Freshers
• How to Design a Fair Take-Home Assignment for Freshers

FAQ

Is CGPA a good predictor of job performance?

Only moderately. A 2024 meta-analysis in the Journal of Applied Psychology found a mean corrected correlation of .21 between academic performance and job performance across 114 studies, with wide variation between studies. Grades in job-relevant courses predicted better, with operational validities in the .30s and .40s, so specific subject marks are more useful than an overall CGPA.

What CGPA cutoff do IT companies use for freshers?

Large IT services firms usually set a modest floor. For its 2024 NQT, TCS's eligibility as relayed by a university placement notice required 60% or 6 CGPA throughout academics, no active backlogs at the time of the test and an education gap of no more than 24 months. Criteria change each year, so check the company's current official notice.

Is it legal to set a CGPA cutoff in a job advertisement in India?

Private employers in India commonly state academic eligibility criteria such as a minimum CGPA in job descriptions and campus registration forms. The practical rule is to state the criterion up front and apply it consistently, because placement cells such as IIT Madras's penalise companies that reject candidates on criteria not stated in the job description. This is general information, not legal advice.

How do I compare CGPAs from different universities?

Carefully, and ideally not at all as a primary filter. The UGC CBCS guidelines define a common 10-point grade scale, but universities differ in marking, grading method and CGPA-to-percentage conversion. Grades are more comparable within one college or one major. Across colleges, use a common skills test or work sample to compare candidates instead.

What should employers use instead of a CGPA cutoff?

Use measures of the job itself. Schmidt and Hunter's 1998 meta-analysis found work samples (.54), ability tests (.51) and structured interviews (.51) predicted job performance far better than years of education (.10). A practical fresher funnel is a short online test, a project review, a time-capped work sample, then a structured interview, with CGPA as a tie-breaker.

Should candidates with past backlogs be rejected?

Not automatically. A cleared backlog tells you about one semester, not current ability. Many large recruiters only bar active backlogs at the time of the test or joining. If backlogs matter for the role, state your rule in the job post, then ask about it in the interview and judge the candidate on tests and work samples like everyone else.

Final thoughts

CGPA is a weak filter across colleges and a reasonable tie-breaker within one. Set any floor low, publish it, weigh job-relevant subjects over the overall number, and let tests, work samples and structured interviews make the real decision. You can post fresher roles with clear, skills-based eligibility on Asuraa Jobs.