| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.271 | -0.927 |
|
Retracted Output
|
-0.569 | 0.279 |
|
Institutional Self-Citation
|
1.014 | 0.520 |
|
Discontinued Journals Output
|
0.445 | 1.099 |
|
Hyperauthored Output
|
-1.320 | -1.024 |
|
Leadership Impact Gap
|
-2.042 | -0.292 |
|
Hyperprolific Authors
|
-0.294 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.082 | 0.720 |
The PDPM Indian Institute of Information Technology, Design and Manufacturing Jabalpur demonstrates a robust scientific integrity profile, with an overall risk score of -0.328 indicating performance that is stronger than the global average. The institution exhibits exceptional control over potential research malpractice, showing very low risk in areas such as multiple affiliations, retracted output, hyper-authorship, and dependency on external leadership for impact. This solid foundation is complemented by notable thematic strengths, particularly in Physics and Astronomy (ranked 59th in India), Computer Science (76th), Engineering (84th), and Chemistry (110th), according to SCImago Institutions Rankings data. However, to fully align with its mission of fostering "excellence" and "knowledge-based activities and innovations," attention is required for medium-risk indicators like institutional self-citation and redundant output. These practices, if unmonitored, could create an impression of insularity and metric-driven research, potentially undermining the institution's commitment to sharing "discoveries with the world community" and contributing meaningfully to society. By proactively addressing these vulnerabilities, the Institute can further solidify its reputation as a leader in design and manufacturing innovation, ensuring its contributions are both impactful and unimpeachably rigorous.
The institution shows a complete absence of risk signals related to multiple affiliations, with a Z-score of -1.271, which is even lower than the national average of -0.927. This indicates total operational silence in this area, suggesting that the institution's affiliation practices are clear and transparent. While multiple affiliations can sometimes be used to inflate institutional credit, the data here points to a well-governed system where researcher affiliations are managed with exceptional integrity, avoiding any ambiguity or “affiliation shopping.”
The institution demonstrates a strong preventive stance against problematic publications, with a Z-score for retracted output of -0.569, in stark contrast to the medium-risk national average of 0.279. This suggests a successful isolation from the risk dynamics observed elsewhere in the country. A high rate of retractions can signal systemic failures in pre-publication quality control. The Institute's very low score, however, indicates that its integrity culture and methodological rigor are effective, preventing the kind of recurring malpractice or errors that lead to retractions and protecting its scientific reputation.
The rate of institutional self-citation presents a notable area for review, with the institution's Z-score of 1.014 being significantly higher than the national average of 0.520. This indicates a higher exposure to this particular risk compared to its national peers. While some self-citation reflects the continuity of research, disproportionately high rates can signal scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This value warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be at risk of being oversized by internal dynamics rather than by broader recognition from the global community.
The institution demonstrates effective management in selecting publication venues, with a Z-score of 0.445 for output in discontinued journals, which is considerably lower than the national average of 1.099. This reflects a differentiated approach that successfully moderates a risk that appears more common at the national level. A high proportion of publications in such journals is a critical alert regarding due diligence. The Institute's moderate but controlled score suggests it is less exposed to the severe reputational risks associated with 'predatory' or low-quality publishing practices, though continued vigilance in information literacy for researchers is recommended.
With a Z-score of -1.320 for hyper-authored output, significantly below the national Z-score of -1.024, the institution maintains a very low-risk profile that is consistent with, and even exceeds, the national standard. This absence of risk signals indicates that authorship practices are well-governed. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation, which dilutes accountability. The Institute's data suggests a healthy environment where authorship is likely assigned based on genuine contribution, avoiding 'honorary' or political authorship practices.
The institution shows exceptional scientific autonomy, with a Z-score of -2.042 for the gap between its total impact and the impact of research under its leadership, far surpassing the national average of -0.292. This very low score demonstrates a consistent, low-risk profile. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. The Institute's result, however, strongly suggests that its scientific excellence is structural and homegrown, reflecting a robust internal capability to produce high-impact research without relying on intellectual leadership from collaborators.
The institution maintains a prudent profile regarding author productivity, with a Z-score of -0.294, which is lower than the national average of -0.067. This suggests that the institution manages its research processes with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The Institute's controlled, low-risk score indicates a healthy research environment that is not susceptible to practices like coercive authorship or assigning credit without real participation, prioritizing the integrity of the scientific record.
The institution's practices regarding its own journals are in complete alignment with the national context, showing a Z-score of -0.268, which is nearly identical to the country's score of -0.250. This reflects an integrity synchrony with an environment of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing external peer review. The Institute's very low score indicates that it avoids these risks, ensuring its scientific production seeks validation through standard competitive channels and maintains global visibility.
The rate of redundant output is an area that warrants strategic attention, as the institution's Z-score of 1.082 is notably higher than the national average of 0.720. This suggests a higher exposure to this risk factor compared to the national environment. Massive bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing,' the practice of dividing a study into minimal units to artificially inflate productivity. This high value serves as an alert that research outputs may be prioritizing volume over the generation of significant new knowledge, a practice that can distort scientific evidence and overburden the peer review system.
