The Karnataka Public Service Commission’s veterinary recruitment examination has moved from a suspected leak case to a wider test of how the state verifies merit, protects public examinations and handles appointments made through a compromised process. A CID probability analysis has identified 14 top-ranking candidates whose correct and incorrect answers showed an unusually close statistical match, while 10 of those candidates have allegedly confessed to paying for questions before the examination.
The examination was held on January 9 to recruit veterinary doctors against 400 vacancies. It had two multiple-choice papers: one on general proficiency and another on specialised veterinary science. Of the 1,400 candidates who appeared, 329 were selected, including 273 in the main category and 56 in the backlog category. The Karnataka Public Service Commission has withheld the results amid the investigation.
The immediate issue is whether the 14 candidates benefited from advance access to questions. The larger institutional issue is what happens when a recruitment system cannot establish that its selection list represents independent performance. The posts were created to fill a public-service requirement, but the recruitment process now faces questions over evidence, accountability and whether a valid appointment list can be produced after the examination itself has been compromised.
The CID’s probability test is not presented as a standalone finding that automatically establishes criminal liability. Investigators used it as a preliminary method to identify candidates whose answer patterns were statistically similar. Sources cited in the report said the test recorded a 99.9 per cent match in the correct and incorrect answers submitted by the 14 top rank-holders across the two papers. It also indicated a 99 per cent probability that the candidates had received leaked questions before the examination.
The method focuses on the combination of answers that candidates got right and wrong. According to the material presented in the Karnataka High Court, a match of 95 per cent or above indicates an exact link between the answer keys of the candidates examined. Values between 99.6 per cent and 100 per cent are treated by investigators as statistically certain indications of fraud. The CID had previously used a similar test in the investigation into the 2021 police sub-inspectors recruitment examination, in which three candidates were found to have a 100 per cent probability of receiving external assistance. That case, involving 52 accused, is under trial.
In the veterinary recruitment case, the statistical findings overlap with the investigation’s other evidence. Ten of the 14 candidates in the top ranks have allegedly become approvers after confessing that they paid money to access questions before the examination. The remaining four candidates have not confessed, but the CID has reportedly linked them to the alleged leak through its investigation and answer-pattern analysis.
The alleged route of the leak points to a failure within the examination administration itself. Investigators allege that KPSC examination controller and IAS officer Gynanendra Kumar Gangwar leaked questions on January 7. A middleman, Basavaraj Kannale, is alleged to have collected between Rs 20 lakh and Rs 40 lakh from around 20 aspirants. Gangwar was arrested on August 29 and Kannale four days later. The Enforcement Directorate has also arrested both men in a related money-laundering case, and the agency obtained 14 days of custody of Kannale, according to the report.
The amounts cited in the case documents show how the alleged operation may have been structured. In the backlog category, the three top-ranked candidates scored 481.5, 411.75 and 400.5 marks out of 600. They allegedly paid a combined Rs 50 lakh to the middleman and his associates. In the main category, candidates placed fourth, fifth, sixth and 13th scored between 443.25 and 483.75 marks and allegedly paid Rs 77 lakh between them. The CID has so far found that at least 11 candidates paid bribes totalling Rs 1.52 crore to obtain the leaked questions.
These figures also show why the case cannot be treated only as a dispute between investigators and individual candidates. A recruitment examination is a public allocation mechanism: it converts scarce government posts into a ranked list of applicants. If access to the question paper can be purchased, the resulting list does not merely disadvantage honest candidates. It can affect the distribution of public veterinary services, the credibility of government employment and the administrative capacity of departments that depend on new appointments.
The High Court proceedings have brought the tension between statistical evidence and individual legal treatment into sharper focus. The court was hearing an anticipatory-bail plea from a 29-year-old veterinary doctor who secured the third rank in the main category. The Special Public Prosecutor told the court that she scored 486.75 marks, or 81.12 per cent, despite being described as an average student. In one paper, she attempted 95 questions and got 89 correct and six wrong; in the other, she attempted 91 and got 83 correct and eight wrong.
The prosecution argued that the candidate’s incorrect answers matched those of other successful candidates suspected of fraud. The argument was not simply that she had selected the same correct answers, but that she had chosen the same questions and made the same mistakes. The High Court questioned the state on why she had not been arrested even though she was not treated as an approver, unlike the 10 candidates who had allegedly confessed.
That question points to a central challenge in examination-fraud investigations. Statistical evidence can identify patterns that are unlikely to occur independently, but the legal and administrative response still has to distinguish among candidates, establish individual conduct and follow due process. A matching answer pattern may direct investigators towards a candidate; it does not by itself settle every question about knowledge, payment, intent or participation. The case therefore depends on how the probability findings are combined with statements, money trails, seized material and other evidence.
The investigation has also widened beyond the veterinary examination. The source report describes earlier allegations involving withheld marks, demands for bribes from top scorers, manipulated interview panels, altered tabulation records, tampered answer sheets and question-paper leaks. KPSC chairman Shivashankarappa S Sahukar was suspended on August 25 in a separate case concerning the alleged illegal recruitment of his daughter. An FIR filed on July 24 named Sahukar and two other members after candidates alleged that they were wrongly denied selection to the 400 posts announced in 2024.
The Karnataka High Court ordered the creation of a Special Investigation Team on September 21 to examine the veterinary recruitment case and the alleged illegal recruitment involving Sahukar’s daughter. The Congress-ruled state has challenged that order in the Supreme Court, arguing that the SIT officers were selected without consultation with the government. This institutional contest matters because the investigation is no longer confined to the conduct of candidates or a single alleged leak. It also concerns the independence, scope and credibility of the mechanism examining the commission itself.
The KPSC case illustrates why recruitment integrity is an administrative infrastructure issue. Public examinations depend on several linked controls: secure question-paper preparation, restricted access, chain-of-custody safeguards, candidate verification, computerised evaluation, anomaly detection and an independent complaints process. A breakdown at any one point can undermine the work of the others. In this case, the alleged leak, the use of a paid intermediary, highly similar answer patterns and the withholding of results indicate that the system is having to reconstruct trust after the examination has already taken place.
The use of probability testing is significant because it shows how examination authorities are moving beyond conventional paper trails to identify coordinated cheating. The Institute of Banking Personnel Selection is also reported to use such tests in banking examinations. But technology does not replace institutional responsibility. It can flag anomalies and help investigators prioritise candidates; it cannot independently determine whether an appointment should be cancelled, whether a candidate should be prosecuted or whether an entire examination must be repeated.
The numbers also define the scale of the administrative disruption. There were 400 advertised vacancies, but only 329 candidates were selected before the results were withheld. At least 14 high-ranking candidates are under scrutiny, 10 have allegedly confessed and at least 11 candidates are linked to alleged bribe payments totalling Rs 1.52 crore. The investigation has therefore affected not only individual careers but also the state’s ability to fill posts through the announced recruitment cycle.
What remains unresolved is whether the examination can be legally and administratively salvaged. The supplied material does not establish whether the state will cancel the test, conduct a re-examination, exclude specific candidates or proceed after further scrutiny. It also does not establish the final culpability of every candidate identified through the probability test. Those decisions will depend on the investigation, court proceedings and the authorities’ response to the compromised selection process.
The immediate milestones are the CID’s continuing probe, the proceedings involving the arrested officials and middleman, the Supreme Court challenge to the Special Investigation Team and the High Court’s consideration of the anticipatory-bail plea. Until those processes clarify the evidence and the status of the recruitment list, the veterinary examination remains not only a corruption investigation but a test of whether Karnataka can restore confidence in the public systems that allocate government jobs and deliver essential services.