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ranking of institutions in Overall Category. However, subject/discipline-specific searches were made for all other
        discipline-wise rankings in the interest of uniformity and fairness. Care was taken to design the restriction to get the
        widest possible coverage of sub-disciplines within each broad discipline.

        6.3.2.3 Online Perception Capturing System

        An online platform was developed to capture the perception inputs from peers and employers. A large number of
        peers (subject experts) were invited to submit their perception feedback on applicant institutions in a prescribed
        format.

        6.4       Online Feedback System

        Stakeholders (that included public or other individuals or entities having an interest in one or more institutions) were
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        invited to give their feedback through “Online Feedback System” from 27  February to 5  March 2023 on the data
        submitted by the institutions, through a public advertisement in the newspapers and other media. The comments /
        feedback so received were auto-transmitted through an email without disclosing the identity of the stakeholder to the
        concerned institution(s) for taking necessary action at their end.


        6.5      Data Verification

        6.5.1.  Scouting for Outliers: Committees of Domain Experts

        Committees consisting of academic experts examined the data submitted by institutions under each of the five broad
        generic groups of parameters, for every category / discipline. These Committees examined the data on various
        parameters minutely and identified outliers, aberrations, and anomalies for further scrutiny. Institutions whose data
        seemed exaggerated or had anomalies were contacted telephonically and via e-mail to confirm or correct the data.
        Where it was felt necessary, they were asked to support their data with documentary evidence. Several e-mails were
        sent, and telephonic calls were made to various institutions for verification of data on different parameters and sub-
        parameters.


        6.5.2.  Communication with Nodal Officers

        Each institution was asked to nominate one of their senior functionaries as a nodal officer for dealing with NIRF
        matters. These nodal officers were contacted to clear doubts or to attend to the feedback and anomalies pointed out by
        the expert committees. For increased transparency, an advisory was sent to each institution to upload this data on
        their own website for dissemination to the public. For all the top-ranked institutions, the latest version of the corrected
        data based on further inputs from the institutions was made visible on the NIRF portal.

        While significant efforts were made to authenticate the data, the final responsibility for the accuracy of the submitted
        data lies with the concerned institutions.

        6.5.3.  Verification of Data on Publications, Citations and Highly Cited Papers

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        The data on publications, citations and highly cited papers was shared with each applicant institution from 7  to 17
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        April 2023. Institutions were informed that the data was captured between 26  February and 2  March 2023 from
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        Web of Science and between 20  and 25  February 2023 from Scopus.  The data on highly cited publications (HCP) was
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        retrieved between 23  and 25  March 2023 from Web of Science and on 20  to 24  March 2023 from Scopus.
        India Rankings 2023                                                                                      7
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