| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.149 | -0.927 |
|
Retracted Output
|
-0.428 | 0.279 |
|
Institutional Self-Citation
|
1.767 | 0.520 |
|
Discontinued Journals Output
|
1.065 | 1.099 |
|
Hyperauthored Output
|
-1.243 | -1.024 |
|
Leadership Impact Gap
|
0.025 | -0.292 |
|
Hyperprolific Authors
|
-0.604 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.354 | 0.720 |
Kurukshetra University presents a balanced integrity profile, with an overall risk score of -0.072 that indicates a solid operational foundation alongside specific areas requiring strategic attention. The institution demonstrates significant strengths in maintaining very low-risk levels for Rate of Multiple Affiliations, Rate of Retracted Output, Rate of Hyper-Authored Output, and Rate of Output in Institutional Journals, effectively isolating itself from certain risk dynamics prevalent at the national level. However, areas of medium risk, particularly a high exposure to Institutional Self-Citation and a moderate deviation in the impact gap, warrant closer examination. These vulnerabilities could potentially undermine the institution's mission "to prepare a class of proficient scholars and professionals with ingrained human values and commitment to expand the frontiers of knowledge for the advancement of society." Practices that suggest academic insularity or reliance on external leadership for impact may conflict with the goal of expanding knowledge frontiers with integrity. According to SCImago Institutions Rankings data, the university's strongest research areas include Pharmacology, Toxicology and Pharmaceutics; Physics and Astronomy; Chemistry; and Business, Management and Accounting. By addressing the identified medium-risk indicators, the university can better leverage these thematic strengths, ensuring its scholarly output fully aligns with its commitment to excellence and societal advancement, thereby reinforcing its reputation as a leader in higher education.
The institution exhibits a Z-score of -1.149, which is even lower than the national average of -0.927. This indicates a complete absence of risk signals related to affiliation strategies, positioning the university as a benchmark of clarity in its collaborative framework. The data suggests that affiliations are managed with exceptional transparency, avoiding any practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This total operational silence in a low-risk national environment underscores a robust and unambiguous policy regarding researcher affiliations.
With a Z-score of -0.428, the institution demonstrates a commendable absence of risk, particularly when contrasted with the national average of 0.279, which signals a medium level of concern. This disparity suggests the university has successfully isolated itself from the systemic issues that may be affecting peers across the country. This very low rate is a positive indicator of responsible supervision and effective pre-publication quality control. It suggests that the institution's integrity culture is strong enough to prevent the kind of recurring methodological flaws or potential malpractice that can lead to a high volume of retractions, thereby safeguarding its scientific record.
The institution's Z-score of 1.767 is significantly higher than the national average of 0.520, indicating a high exposure to this particular risk. Although both the university and the country fall within a medium-risk category, the institution is notably more prone to this behavior. While a degree of self-citation is natural, this disproportionately high rate signals a potential for concerning scientific isolation. It raises the possibility of an 'echo chamber' where work is validated internally without sufficient external scrutiny, creating a risk that the institution's academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution's Z-score of 1.065 is nearly identical to the national average of 1.099, pointing to a systemic pattern of behavior. This alignment suggests that the university's engagement with low-quality or discontinued journals reflects a broader, shared challenge within the national academic ecosystem, possibly related to information access or evaluation policies. This medium-risk level constitutes a critical alert regarding due diligence in selecting publication venues. It indicates that a portion of the university's scientific output is channeled through media that may not meet international ethical standards, exposing the institution to reputational risks and signaling a need for enhanced information literacy to avoid predatory practices.
The institution's Z-score of -1.243 reflects a very low-risk profile, consistent with the low-risk national standard of -1.024. This alignment demonstrates that the university's authorship practices are well-calibrated and do not present signals of concern. The absence of risk in this area indicates that, for the institution's disciplinary context, extensive author lists are not being used in a way that suggests inflation or the dilution of individual accountability. This reflects a healthy approach to collaborative research, distinguishing legitimate co-authorship from questionable 'honorary' authorship practices.
The institution presents a Z-score of 0.025, a medium-risk signal that moderately deviates from the low-risk national average of -0.292. This shows a greater sensitivity to this risk factor than its national peers. The positive gap suggests that the institution's overall citation impact is notably higher than the impact of the research where its authors have leadership roles (first or corresponding author). This signals a potential sustainability risk, as it suggests that the university's scientific prestige may be dependent on external partners rather than being driven by its own structural research capacity. It invites reflection on whether its excellence metrics are the result of genuine internal capabilities or strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of -0.604, the institution demonstrates a prudent profile, managing its processes with more rigor than the national standard, which has a score of -0.067. This lower-than-average score within a low-risk context is a positive sign. It indicates that the university is not showing signals of extreme individual publication volumes that would challenge the limits of meaningful intellectual contribution. This suggests a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over sheer metrics.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250, reflecting a shared environment of maximum scientific security in this regard. This integrity synchrony indicates that the university, like its national peers, does not excessively depend on its own journals for publication. This practice mitigates potential conflicts of interest and avoids the risk of academic endogamy, where production might bypass rigorous, independent external peer review. By favoring external channels, the institution ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score of 0.354, while in the medium-risk category, is notably lower than the national average of 0.720. This indicates a differentiated management approach, where the university successfully moderates a risk that appears to be more common or pronounced across the country. Although some signals of data fragmentation are present, the institution shows more control over this practice. A high rate of redundant output, or 'salami slicing,' can distort scientific evidence by dividing studies into minimal publishable units to inflate productivity. The university's relative containment of this behavior suggests a stronger emphasis on publishing significant new knowledge over artificially increasing publication volume.