| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.525 | -0.927 |
|
Retracted Output
|
-0.381 | 0.279 |
|
Institutional Self-Citation
|
0.790 | 0.520 |
|
Discontinued Journals Output
|
-0.212 | 1.099 |
|
Hyperauthored Output
|
-0.874 | -1.024 |
|
Leadership Impact Gap
|
-0.350 | -0.292 |
|
Hyperprolific Authors
|
-1.170 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.416 | 0.720 |
The Indian Institute of Space Science and Technology demonstrates a robust scientific integrity profile, reflected in an overall low-risk score of -0.454. The institution exhibits exceptional governance in critical areas, with very low-risk indicators for Retracted Output, Multiple Affiliations, Hyperprolific Authorship, and publications in its own journals. These strengths form a solid foundation for its research enterprise. However, strategic attention is required for two medium-risk indicators: Institutional Self-Citation, which is higher than the national average, and Redundant Output. These areas of vulnerability, if left unaddressed, could subtly undermine the institution's mission to provide "ethical and value based education" and establish credible "Centres of Excellence." The institute's strong academic standing, particularly its leadership in thematic areas such as Earth and Planetary Sciences, Energy, and Engineering according to SCImago Institutions Rankings data, must be protected by ensuring its impact is validated externally and its research output prioritizes innovation over volume. By proactively managing these moderate risks, the institution can better align its operational practices with its aspirational goals, ensuring its reputation for excellence is built on a foundation of unimpeachable integrity.
The institution's Z-score of -1.525 is significantly lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This performance demonstrates an exceptionally clear and transparent approach to managing academic collaborations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The institute's total operational silence on this indicator confirms that its collaborative framework is robust and free from any questionable affiliation practices.
With a Z-score of -0.381, the institution effectively isolates itself from the medium-risk trend observed nationally (Z-score: 0.279). This demonstrates a strong preventive culture regarding research quality. Retractions are complex events, but a rate significantly higher than average can alert to a vulnerability in an institution's integrity culture. In this case, the very low score suggests that the institute's quality control mechanisms prior to publication are functioning effectively, ensuring methodological rigor and protecting its scientific record from systemic errors.
The institution's rate of self-citation presents a medium-risk signal (Z-score: 0.790), which is more pronounced than the national average (Z-score: 0.520), indicating a high exposure to this risk. A certain level of self-citation is natural and reflects the continuity of established research lines; however, disproportionately high rates can signal concerning scientific isolation or 'echo chambers'. This elevated value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community, a point to consider for strategic review.
The institution shows notable institutional resilience, with a low-risk Z-score of -0.212 that stands in stark contrast to the country's medium-risk average of 1.099. This suggests that effective control mechanisms are in place to mitigate systemic national risks. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The institute's strong performance indicates that its researchers are well-equipped to avoid predatory or low-quality publishing practices, thereby safeguarding institutional resources and reputation.
While remaining in the low-risk category with a Z-score of -0.874, the institution's rate is slightly higher than the national benchmark of -1.024, pointing to an incipient vulnerability that warrants review. When the pattern of extensive author lists appears outside "Big Science" contexts, it can indicate author list inflation, which dilutes individual accountability. This subtle signal suggests that authorship practices should be monitored to ensure they continue to reflect genuine, massive collaboration rather than drifting toward 'honorary' attributions.
The institution exhibits a prudent and self-sufficient profile, with a Z-score of -0.350 that indicates more rigor than the national standard (-0.292). A very wide positive gap in this indicator can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The institute's favorable score demonstrates the opposite: its scientific impact is driven by genuine internal capacity and intellectual leadership, confirming that its excellence metrics are the result of its own foundational research strengths.
With a Z-score of -1.170, the institution shows a complete absence of risk signals related to hyperprolific authors, a profile that is even stronger than the low-risk national standard (-0.067). This low-profile consistency is a positive sign. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or a focus on quantity over quality. The institute's data suggests a healthy research environment where productivity is balanced with scientific rigor and integrity.
The institution's practices show integrity synchrony with the national environment, which is characterized by maximum scientific security in this area. Its Z-score of -0.268 is in total alignment with the country's score of -0.250. Excessive dependence on in-house journals can raise conflicts of interest and risks of academic endogamy. The institute's very low score confirms its commitment to independent, external peer review, which enhances the global visibility and competitive validation of its scientific production.
The institution demonstrates differentiated management of this risk, with a medium-risk Z-score of 0.416 that is considerably more moderate than the national average of 0.720. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. While the institution is not entirely immune to this practice, its ability to contain this risk below the national level suggests that its internal culture or controls effectively encourage the publication of significant, coherent studies over fragmented, high-volume output.
