| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.923 | -0.927 |
|
Retracted Output
|
2.352 | 0.279 |
|
Institutional Self-Citation
|
0.835 | 0.520 |
|
Discontinued Journals Output
|
0.149 | 1.099 |
|
Hyperauthored Output
|
-0.987 | -1.024 |
|
Leadership Impact Gap
|
-1.305 | -0.292 |
|
Hyperprolific Authors
|
-0.024 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.059 | 0.720 |
Malaviya National Institute of Technology presents a robust but complex scientific integrity profile, with an overall risk score of 0.594. The institution demonstrates significant strengths and operational excellence in key areas, including a very low rate of output in institutional journals, a minimal gap between its overall impact and the impact of its led research, and a rate of multiple affiliations that is perfectly aligned with the secure national standard. However, these strengths are contrasted by a significant alert in the Rate of Retracted Output, which is a critical outlier, and medium-risk exposure in Institutional Self-Citation and Redundant Output. According to SCImago Institutions Rankings data, the Institute excels thematically, holding top-tier national positions in areas such as Economics, Econometrics and Finance (ranked 6th in India), Business, Management and Accounting (14th), and Pharmacology, Toxicology and Pharmaceutics (48th). The identified integrity risks, particularly the high rate of retractions, pose a direct challenge to the institution's mission "to create technical manpower... with an eye for opportunities for growth in the international perspective." A compromised publication record can undermine international credibility and the perceived quality of its graduates. To fully leverage its thematic strengths and achieve its global ambitions, it is recommended that the Institute undertakes a strategic review of its pre-publication quality assurance and research ethics oversight mechanisms.
The institution's Z-score of -0.923 is in almost perfect alignment with the national average of -0.927, demonstrating integrity synchrony with an environment of maximum scientific security. This total operational silence on the indicator confirms that the institution's collaboration and affiliation practices are transparent and well-managed. While multiple affiliations can sometimes be used strategically to inflate institutional credit, the data here shows no evidence of such "affiliation shopping," reflecting instead legitimate and well-governed academic partnerships.
With a Z-score of 2.352, the institution shows a significant risk level that starkly contrasts with the country's medium-risk average of 0.279. This indicates a risk accentuation, where the institution amplifies vulnerabilities present in the national system. Retractions are complex, but a rate this high is a critical alert suggesting that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, this score 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 prevent further reputational damage.
The institution's Z-score of 0.835 is notably higher than the national average of 0.520, placing it in a position of high exposure within a medium-risk national context. This suggests the center is more prone to this risk factor than its peers. While a certain level of self-citation reflects the continuity of research lines, this disproportionately high rate can signal concerning scientific isolation or "echo chambers" where work is validated without sufficient external scrutiny. This pattern 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.
The institution demonstrates differentiated management of this risk, with a Z-score of 0.149 that is substantially lower than the national average of 1.099, even though both fall within the medium-risk category. This indicates that the center effectively moderates a risk that appears to be more common across the country. This lower score suggests a commendable level of due diligence in selecting dissemination channels, successfully avoiding many of the reputational risks associated with channeling scientific production through media that fail to meet international ethical or quality standards, thereby preventing the waste of resources on 'predatory' practices.
The institution's Z-score of -0.987 is consistent with the national average of -1.024, reflecting a state of statistical normality. This low-risk level is as expected for its context and size. The data provides no evidence of author list inflation or the dilution of individual accountability through 'honorary' or political authorship practices, indicating that collaborative patterns are appropriate for the institution's research disciplines.
With a Z-score of -1.305, the institution shows an exceptionally low-risk profile, which is even stronger than the country's low-risk standard of -0.292. This low-profile consistency, where the absence of risk signals aligns with the national standard, is a key strength. It indicates that the institution's scientific prestige is not dependent on external partners but is structural and sustainable, resulting from real internal capacity and intellectual leadership in its research endeavors.
The institution's Z-score of -0.024 is in line with the national average of -0.067, indicating a state of statistical normality. This low-risk profile suggests a healthy balance between research productivity and quality. The data shows no signs of systemic issues related to extreme individual publication volumes, such as coercive authorship or the assignment of authorship without real participation, which can prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is virtually identical to the national average of -0.250, demonstrating integrity synchrony and total alignment with a secure national environment. This very low score is a positive signal, indicating that the institution avoids excessive dependence on its in-house journals. By doing so, it mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and gains global visibility rather than using internal channels as 'fast tracks' for publication.
The institution's Z-score of 1.059 reveals a high exposure to this risk, surpassing the national average of 0.720 within the same medium-risk category. This suggests the center is more prone to this behavior than its environment. A high value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This practice can distort the available scientific evidence and overburden the review system, prioritizing volume over the generation of significant new knowledge, and warrants a review of publication guidelines.
