Sk Afroj
Content Writer | Updated on - Jun 14, 2025

CAT (Common Admission Test) is conducted in multiple slots with varying difficulty levels, making a fair evaluation system essential. To address this, the CAT 2024 normalization process adjusts raw scores across different exam slots using advanced statistical methods like Equi-percentile normalization. To ensure equal assessment standards for all candidates, regardless of the slot they appear in, the CAT exam follows a normalization process. Raw scores are first calculated based on correct and incorrect answers, then normalized to yield scaled scores for each section. The overall scaled score is a sum of sectional scaled scores, used to determine the candidate's percentile.

cat-normalization-process-2024

Additionally, IIMs consider a composite score that includes academic records (Class 10, Class 12, graduation), work experience, and diversity factors for shortlisting. CAT cut-off 2024 percentiles typically range from 90 to 100 depending on the IIM, reflecting the highly competitive nature of the exam. This system ensures merit-based selection while maintaining fairness across all candidates and exam shifts.

CAT Normalization Process 2024: Ensuring Fairness Across Slots

CAT exam is conducted in multiple slots, each having a different question paper to prevent any unfair advantage. However, since question difficulty can vary slightly across these papers, a normalization process is essential to fairly compare candidates' performances. The CAT normalization process balances these differences, ensuring equitable scoring for all test-takers.

StepDescription
1. Adjusting Scores Across SlotsThe IIMs first adjust raw scores to account for any differences in difficulty between the different question papers used in various slots. This ensures that candidates from all slots are compared fairly despite variations in question toughness.
2. Normalization of Section ScoresAfter adjusting slot-wise differences, scores from individual sections are normalized to ensure consistency. This step aligns sectional scores, so they can be fairly combined for the overall percentile.
3. Normalization MethodCAT adopts the Equi-percentile method, which aligns performance across different slots. This method evaluates key score percentiles-like the top score, 10th percentile, and the median (50th percentile)-to bring parity between different sessions.
4. Reason for NormalizationSince around 70,000 to 80,000 candidates appear in each slot, and each slot has a different paper, normalization maintains fairness by equating performance levels rather than raw marks alone.

What is CAT Raw Score? How is it Calculated?

In the CAT exam, a candidate's performance is first measured by their raw score, which is based on the number of correct and incorrect answers. This raw score forms the basis for further processing, including normalization and percentile calculation. Understanding how the raw score is calculated is essential for aspirants to track their performance accurately during practice and mocks.

ParameterDetails
Marking Scheme+3 marks for every correct answer, -1 mark for each incorrect answer
Number of Right AnswersTotal correct responses given by the candidate
Wrong Answer CountThis refers to the total number of questions a candidate answers incorrectly, which contributes to the deduction of the raw score.
Formula to Calculate Raw ScoreRaw Score = (3 x Number of Right Answers) - (1 x Number of Wrong Answers)

After calculating the raw score, the exam authorities apply a normalization process to account for variations in difficulty across different exam slots. The normalized or scaled score is then used to compute the percentile, which is displayed on the CAT scorecard for overall and sectional performance. Through this process, fairness is maintained in evaluating all candidates, ensuring that differences in difficulty levels across slots do not impact the final scores.

What is a CAT Scaled Score? Understanding Normalization in the CAT Exam

When preparing for the CAT exam, it's important to understand not only how to score well but also how your score is evaluated. The scaled score or normalized score is a critical part of this process, ensuring fairness across different exam slots.

CAT Scaled Score vs. Raw Score: Key Differences & Calculation

Score TypeWhat It MeansHow It's CalculatedPurpose
Raw ScoreTotal marks you earn based on correct and incorrect responses(+3 for each correct answer, -1 for each incorrect MCQ, 0 for unattempted or non-MCQ)Reflects your performance without adjustments
Scaled ScoreAdjusted score considering slot-wise difficultyNormalized using statistical methods involving mean and standard deviation (G1 and G2 for respective groups)Ensures fairness across all CAT exam slots
Normalization Group (G1 / G2)Group of candidates who appeared in a specific slotG1 and G2 are the average and standard deviation of raw scores in their respective slotsAccounts for difficulty variation in morning and afternoon sessions
Purpose of NormalizationTo ensure scores are comparable even if one slot is tougher than the otherCandidates from harder slots may receive upward adjustments, and vice versaEnables merit-based and balanced shortlisting by IIMs and other B-schools

Understanding CAT Scaled Score Calculation

CAT exam is conducted in multiple shifts, which may vary in difficulty. To ensure fairness and comparability across shifts, the CAT scores are normalized and converted into scaled scores. This process adjusts raw scores to a common scale, allowing accurate evaluation of a candidate's performance relative to all test-takers.

StepDescriptionFormula
Step 1Calculate the mean and standard deviation of raw scores from the 1st shift and add them.M1 = Mean of 1st Shift + SD of 1st Shift
Step 2Calculate the mean and standard deviation of raw scores from the 2nd shift and add them.M2 = Mean of 2nd Shift + SD of 2nd Shift
Step 3Calculate the mean and standard deviation of raw scores from the 3rd shift and add them.M3 = Mean of 3rd Shift + SD of 3rd Shift
Step 4Calculate the mean and standard deviation of raw scores of all students across all three shifts.M = Mean of all three shifts + SD of all three shifts
Step 5Calculate the mean of raw scores of the top 0.1% of students from the 1st shift.M1.01 = Mean of top 0.1% in 1st shift
Step 6Calculate the mean of raw scores of the top 0.1% of students from the 2nd shift.M2.01 = Mean of top 0.1% in 2nd shift
Step 7Calculate the mean of raw scores of the top 0.1% of students from the 3rd shift.M3.01 = Mean of top 0.1% in 3rd shift
Step 8Calculate the mean of raw scores of the top 0.1% of students across all three shifts.M0.1 = Mean of top 0.1% across all shifts
Step 9Calculate the scaled score of a candidate (example given for 1st shift). Replace values accordingly for other shifts.Scaled Score = M + {(R - M1) x (M0.1 - M) / (M1.01 - M1)} Where R = Raw Score of candidates

Overall Scaled Score Calculation

The total scaled score of a candidate is calculated by adding the scaled scores from each of the three sections:

Overall Scaled Score = Scaled Score in VARC + Scaled Score in DILR + Scaled Score in QA.

How Do IIMs Calculate the CAT Composite Score?

CAT composite score is a crucial factor in the selection process for admission into the Indian Institutes of Management (IIMs). It goes beyond just the CAT exam score by considering a variety of academic and personal parameters to create a holistic evaluation of each candidate. Understanding how this composite score is calculated can help aspirants better prepare their profiles for the admission process.

ParameterDescription
Class 10th MarksThe candidate's percentage or CGPA in Class 10th examinations, reflects early academic performance.
Class 12th MarksThe candidate's percentage or CGPA in Class 12th, important for assessing overall academic consistency.
Graduation PercentageMarks or CGPA obtained in the undergraduate degree, often given significant weight.
Work ExperienceDuration and relevance of professional work experience, which adds value to the candidate's profile.
Academic BackgroundThe discipline and reputation of the candidate's undergraduate institution or course.
Gender DiversityConsideration of gender diversity to promote inclusiveness and equal representation.

Key Factors Affecting the CAT Normalization Process

CAT exam is conducted in multiple time slots, and each slot may vary slightly in terms of difficulty. To ensure that all candidates are assessed on an equal footing, a normalization process is used. This process adjusts scores so that no candidate is unfairly advantaged or disadvantaged due to the slot they appeared in. It ensures consistency, fairness, and comparability across all sessions. This process adjusts scores to maintain a fair and accurate comparison across all test-takers.

FactorDetails
Difficulty Level of ExamNormalization adjusts scores if one slot is tougher than another. Candidates in a harder slot may receive a boost to ensure fairness in percentile calculation.
Exam Slot VariationsCAT is conducted in different sessions. Variation in time, conditions, or question framing is accounted for so that scores are comparable across slots.
Candidate Performance TrendsNormalization considers overall performance in a slot. If most candidates perform poorly in a tougher slot, scores may be adjusted accordingly.
Statistical TechniquesThe process uses advanced statistical methods like percentile calculation, mean score analysis, and score distribution models to balance scores.
Score ScalingThe raw scores obtained by a candidate in each section-Verbal Ability and Reading Comprehension (VARC), Data Interpretation and Logical Reasoning (DILR), and Quantitative Aptitude (QA) are first scaled. These scaled scores are then used to compute the final normalized score and percentile for each test-taker. This ensures that every candidate is evaluated on a common scale, regardless of the session's difficulty.

CAT Cut Off 2024 Percentiles Expected

CAT is highly competitive, and each Indian Institute of Management (IIM) sets a high percentile cut off for shortlisting candidates for the next admission stages. CAT 2024 cut offs are expected to be consistent with previous years, generally ranging from 90 to 100 percentile, depending on the institute's reputation and seat availability. Below is the estimated list of CAT cutoffs for various IIMs based on last year's data.

IIMExpected CAT Cut Off (Percentile)
IIM Ahmedabad99-100
IIM Bangalore99-100
IIM Calcutta99
IIM Lucknow97-98
IIM Indore97-98
IIM Kozhikode97-98
IIM Amritsar95-96
IIM Nagpur95-96
IIM Sambalpur95-96
IIM Trichy94-95
IIM Raipur94-95
IIM Ranchi94-95
IIM Kashipur94-95
IIM Vizag92-94
IIM Udaipur92-94
IIM Bodhgaya92-94
IIM Shillong90
IIM Sirmaur90

Read More:

  1. CAT Exam Registration 2025
  2. CAT Answer Key 2025
  3. CAT Exam Syllabus 2025
  4. CAT Eligibility Criteria 2025

Frequently Asked Questions

Ans: The Equi-percentile method compares the performance of candidates across different slots by identifying percentile markers like the highest score, median, and the 10th percentile score in each slot. The scores are then adjusted to ensure candidates with the same ability get in the same percentile, even if their papers were slightly easier or tougher. This statistical method ensures fairness and reliability in the ranking of candidates.

Ans: No, work experience is not mandatory to get into an IIM. However, having relevant work experience can add value to your composite score and may help in the final selection. Freshers also stand a good chance if they have a strong academic record and a high CAT score. Many IIMs allocate specific weightage to work experience, but it is just one of several factors considered.

Ans: If two candidates have the same scaled score, the percentile calculation system ensures a fair ranking by considering decimal places and using tie-breaking criteria. Additionally, IIMs may look at section-wise scores, academic performance, and other factors during shortlisting. However, the percentile system is designed to minimize such ties as much as possible.

Ans: No, CAT scorecards typically do not show raw scores. Instead, they display your scaled score for each section and your overall and sectional percentiles. This helps maintain fairness and clarity across all candidates since raw scores may not reflect true relative performance due to varying slot difficulties. The focus remains on the normalized scores and final percentile.

Ans: There is no official minimum raw score set specifically for normalization eligibility. All candidates’ raw scores undergo normalization regardless of performance to adjust for slot-wise difficulty. However, a very low raw score will correspond to a low percentile even after normalization. The normalization process ensures fair comparison among all candidates but does not artificially boost extremely low scores.

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