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6.6     Inclusions and Exclusions


        The NIRF website and NIRF guidelines provides basic qualifiers for an institution to participate in India Rankings
        2023 for Overall ranking as well as for domain-specific and category-specific ranking. For example, an institution
        should  have  at  least  1,000  students  enrolled  for  various  courses  at  undergraduate  and  post  graduate  level  to
        participate in Overall ranking.   Institutions are also required to have graduated a minimum of three batches and
        qualify for minimum Faculty Student Ratio (FSR) as mentioned in the NIRF Methodology document for respective
        category and discipline.

        All applicant HEIs who have published more than 500 research papers in peer reviews journals or have at least 1,000
        students pursuing Ph.D., were considered for ranking in Research Institutions category.

        7.      Visualizing Data Beyond Rankings: Additional Insights

        Data  for  India  Rankings  2023  under  category-specific  and  domain-specific  ranking  was  taken  from  applicant
        institutions under five broad generic parameters and 16 - 18 parameters, depending upon a given category or a
        subject domain. Moreover, data on publications, citations and patents was taken from Scopus (Elsevier Science), Web
        of Science and Derwent Innovation (Clarivate Analytics). Besides using this data for ranking of institutions, the
        combined collection of data for all eligible institutions offers a unique opportunity for analysis and to get interesting
        and useful insights. Some of the important observations based on a simple data analysis are given below. India
        Rankings considers data for three-year period, i.e. 2019 to 2021.


        7.1   Teaching, Learning and Resources

        Engineering  education  has  witnessed  a  phenomenal  growth  in  India  in  past  two  decades  with  thousands  of
        engineering institutions, in private sector as well as in Government sector, coming-up in almost all parts of the country.
        As such, discipline of engineering is selected for analysis of faculty data to get a bigger picture of higher education
        institutions in India. The discipline is also undergoing a major challenge in terms of quality and employability of its
        graduates.

        Fig. 3, 4, 5 and 6 below show interesting statistics regarding faculty, their qualifications and teaching experience for all
        applicant institutions in engineering discipline. Only 44.51% engineering faculty have doctoral qualifications as
        depicted in Table 4 and Fig. 3.






              Faculty                      Number                  %

              Faculty with Ph.D.             71745           44.51

              Faculty with Master’s
              Degree                         89450           55.49

              Total Faculty                161195          100.00





                             Table 4 and Fig. 3: Faculty with Ph.D vs Faculty with Master’s Degree



        India Rankings 2023                                                                                      8
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