| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.470 | -0.927 |
|
Retracted Output
|
1.460 | 0.279 |
|
Institutional Self-Citation
|
-0.581 | 0.520 |
|
Discontinued Journals Output
|
2.383 | 1.099 |
|
Hyperauthored Output
|
-1.369 | -1.024 |
|
Leadership Impact Gap
|
-0.899 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.140 | 0.720 |
Madhav Institute of Technology and Science, Gwalior presents a robust scientific integrity profile, reflected in its overall score of 0.464, with several areas of exemplary practice. The institution demonstrates significant strengths in maintaining very low-risk levels for multiple affiliations, hyper-authored output, hyperprolific authors, and impact dependency, indicating a healthy, transparent, and autonomous research culture. However, this solid foundation is contrasted by two critical vulnerabilities: a significant rate of retracted output and a high exposure to publication in discontinued journals. According to SCImago Institutions Rankings data, the institution holds a strong national position in key thematic areas, particularly in Engineering, Computer Science, Environmental Science, and Mathematics. These integrity risks directly challenge the institution's mission to provide "quality education" and "promote research" that meets "global advancement" standards, as publishing in low-quality venues and having a high retraction rate can undermine the perceived value of its excellent thematic output. A focused strategy to enhance pre-publication quality control and promote due diligence in journal selection is essential to mitigate these risks, protect its reputation, and fully align its operational practices with its stated commitment to excellence.
The institution's Z-score for multiple affiliations is -1.470, significantly lower than the national average of -0.927. This demonstrates a state of total operational silence in this area, with an absence of risk signals that is even more pronounced than the already low-risk national standard. This suggests that affiliations are managed with exceptional clarity and transparency, effectively avoiding any strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
The institution displays a significant rate of retracted publications, with a Z-score of 1.460 that sharply contrasts with the country's medium-risk score of 0.279. This indicates a risk accentuation, where the institution amplifies vulnerabilities present in the national system. A rate this far above the average is a critical alert suggesting that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, this pattern points to a 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.
With a low Z-score of -0.581, the institution effectively manages its rate of self-citation, performing considerably better than the national average of 0.520. This demonstrates strong institutional resilience, as its control mechanisms appear to successfully mitigate systemic risks prevalent in the country. A certain level of self-citation is natural, but the institution's low rate confirms its work is validated through sufficient external scrutiny, avoiding the creation of scientific 'echo chambers' and ensuring its academic influence is built on global community recognition rather than endogamous impact inflation.
The institution's rate of publication in discontinued journals is a point of concern, with a Z-score of 2.383 that is more than double the national average of 1.099. This reflects a high exposure, suggesting the center is more prone to this risk than its environment. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' practices.
The institution maintains a very low rate of hyper-authored publications (Z-score: -1.369), a figure consistent with the low-risk national profile (Z-score: -1.024). This low-profile consistency and the absence of risk signals suggest that authorship practices are well-managed and transparent. The data indicates that extensive author lists are not a common feature outside of legitimate 'Big Science' contexts, effectively avoiding the dilution of individual accountability and the risk of 'honorary' authorship practices.
The institution shows a very low Z-score of -0.899 for the gap between its overall impact and the impact of its researcher-led output, aligning with the low-risk national context (Z-score: -0.292). This low-profile consistency is a highly positive signal of research autonomy. It demonstrates that the institution's scientific prestige is not dependent on external partners but is generated by its own structural capacity. This confirms that its excellence metrics result from genuine internal capabilities and intellectual leadership, ensuring a sustainable research profile.
With a Z-score of -1.413, the institution shows a near-total absence of hyperprolific authors, a figure significantly better than the already low-risk national average of -0.067. This low-profile consistency points to a healthy balance between productivity and quality. The lack of extreme individual publication volumes suggests the institution is not exposed to risks such as coercive authorship or the assignment of authorship without real participation, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of metrics.
The institution's rate of publication in its own journals (Z-score: -0.268) is almost perfectly aligned with the country's very low-risk score (-0.250), indicating a state of integrity synchrony. This total alignment with an environment of maximum scientific security demonstrates that the institution avoids excessive dependence on in-house journals, thus preventing potential conflicts of interest. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and validating its research through standard competitive channels.
The institution demonstrates effective control over redundant publications, with a Z-score of 0.140 that is substantially lower than the national average of 0.720. This reflects a differentiated management approach that successfully moderates a risk that appears more common in the country. By keeping this practice in check, the institution shows a commitment to publishing significant new knowledge rather than artificially inflating productivity by dividing studies into minimal publishable units, thereby protecting the coherence of the scientific record.
