| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.424 | -0.927 |
|
Retracted Output
|
1.789 | 0.279 |
|
Institutional Self-Citation
|
-1.325 | 0.520 |
|
Discontinued Journals Output
|
2.119 | 1.099 |
|
Hyperauthored Output
|
-1.159 | -1.024 |
|
Leadership Impact Gap
|
-0.468 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.714 | 0.720 |
Hindusthan College of Engineering and Technology presents a profile of notable strengths in research governance alongside critical vulnerabilities that require immediate attention. With an overall integrity score of 0.538, the institution demonstrates exemplary performance in preventing academic endogamy, with very low-risk levels in Institutional Self-Citation, Output in Institutional Journals, and Hyper-Authored Output. However, this robust internal control is contrasted by a significant-risk rating in Retracted Output and a medium-risk rating in Output in Discontinued Journals, which directly challenge the institutional mission to provide "quality education at par with global standards" and foster "ethically strong individuals." According to SCImago Institutions Rankings data, the college's key research strengths lie in Engineering (ranked 120th in India), Chemistry (171st), and Earth and Planetary Sciences (178th). To protect and enhance its reputation in these core areas, it is imperative to address the identified integrity gaps, as the current risks associated with publication quality and retractions undermine the credibility of its scientific contributions and its commitment to excellence and social responsibility. A focused strategy to improve publication due diligence and pre-publication quality control will be essential to align its practices fully with its stated mission.
The institution's Z-score of -1.424 is significantly lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This demonstrates an operational environment with exceptionally clear and transparent authorship and affiliation practices. While multiple affiliations can be legitimate, the institution's very low rate confirms it is not engaging in strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a strong commitment to accurate representation of its collaborative work.
With a Z-score of 1.789, the institution displays a significant risk level that is substantially higher than the country's medium-risk average of 0.279. This suggests that the college is amplifying a vulnerability already present in the national system. Retractions are complex, but a rate this far above the norm is a critical alert that quality control mechanisms prior to publication may be failing systemically. This high value points to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution's Z-score of -1.325 is in the very low-risk category, standing in stark contrast to the national medium-risk average of 0.520. This demonstrates a successful preventive isolation from the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the institution's extremely low rate confirms it avoids scientific isolation or 'echo chambers.' This practice ensures its work is validated by the broader external community, mitigating any risk of endogamous impact inflation and reinforcing that its academic influence is driven by global recognition, not internal dynamics.
The institution's Z-score of 2.119 is considerably higher than the national average of 1.099, though both fall within the medium-risk category. This indicates a high exposure to this risk, suggesting the college is more prone than its national peers to publishing in questionable venues. A high proportion of output in journals that do not meet international ethical or quality standards constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to avoid channeling valuable research into predatory or low-quality outlets.
With a Z-score of -1.159, the institution maintains a very low-risk profile, consistent with the low-risk national context (Z-score of -1.024). This absence of risk signals demonstrates a commendable alignment with national standards of integrity. It indicates that the institution's collaborative practices are transparent and well-managed, avoiding any signs of author list inflation or the inclusion of 'honorary' authorships, thereby ensuring that credit is assigned appropriately and individual accountability is maintained.
The institution's Z-score of -0.468 reflects a more prudent profile than the national average of -0.292, with both scores situated in the low-risk range. This indicates that the college manages its collaborative processes with greater rigor than the national standard. The smaller gap suggests that its scientific prestige is built on a sustainable foundation of genuine internal capacity, rather than being overly dependent on external partners for impact. This balance is a healthy sign that the institution exercises intellectual leadership in a significant portion of its impactful research.
The institution's Z-score of -1.413 places it in the very low-risk category, a stronger position than the country's low-risk average of -0.067. This absence of risk signals is a positive indicator of a healthy research environment. It suggests that the institution fosters a culture that prioritizes quality over sheer quantity, with no evidence of extreme individual publication volumes that could point to coercive authorship, data fragmentation, or other practices that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, reflecting a complete alignment within a very low-risk environment. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. By not depending on its own journals for dissemination, the institution ensures its scientific production bypasses potential conflicts of interest and undergoes independent external peer review, a practice essential for achieving global visibility and competitive validation.
With a Z-score of 0.714, the institution's performance is nearly identical to the national average of 0.720, placing both in the medium-risk category. This alignment suggests that the college's publication practices reflect a systemic pattern shared at a national level. This moderate level of recurring bibliographic overlap between publications serves as an alert to the potential practice of 'salami slicing'—dividing a coherent study into minimal units to inflate productivity. This behavior warrants monitoring as it can distort the scientific evidence base and overburden the peer-review system.
