| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.054 | -0.927 |
|
Retracted Output
|
0.530 | 0.279 |
|
Institutional Self-Citation
|
1.198 | 0.520 |
|
Discontinued Journals Output
|
0.558 | 1.099 |
|
Hyperauthored Output
|
-1.344 | -1.024 |
|
Leadership Impact Gap
|
-1.120 | -0.292 |
|
Hyperprolific Authors
|
0.527 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.009 | 0.720 |
The National Institute of Technology Mizoram demonstrates a solid foundation in scientific integrity, marked by significant strengths in research independence and publication ethics that largely outperform national trends. Key areas of excellence include an exceptionally low risk of hyper-authorship, a negligible dependency on external collaborators for research impact, and a commendable alignment with national standards in avoiding academic endogamy through institutional journals. These strengths provide a robust platform for achieving its mission. However, this positive profile is contrasted by medium-risk alerts in the rates of retracted output, institutional self-citation, and hyperprolific authors, where the Institute's values exceed the national average. These indicators suggest a potential tension between productivity pressures and quality control, which could challenge the mission's core tenets of "quality technical and scientific education" and research "for the betterment of the society." The Institute's strong thematic positioning, particularly its Top 10 national ranking in Chemistry according to SCImago Institutions Rankings data, alongside notable capacity in Engineering and Computer Science, underscores its potential for high-impact contributions. To fully realize this potential and ensure its research excellence is both sustainable and unimpeachable, it is recommended that the Institute leverages its foundational strengths to proactively address the identified vulnerabilities, particularly by reinforcing quality assurance mechanisms and fostering a culture that prioritizes impactful research over sheer volume.
The institution presents a Z-score of -0.054, while the national average is -0.927. This indicates a slight divergence from the national context, where the institution shows low-level signals of this activity that are largely absent across the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation from a near-zero national baseline warrants observation. It suggests that a small but notable portion of the institution's output involves affiliations that could, if unchecked, signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that is not currently a systemic issue at the national level.
With a Z-score of 0.530, the institution's rate of retractions is notably higher than the national average of 0.279. This suggests a high exposure to the factors that lead to retractions, amplifying a vulnerability already present in the national system. Retractions are complex events, but a rate significantly above the norm alerts to a potential systemic weakness in the institution's quality control mechanisms prior to publication. This elevated score indicates that, compared to its national peers, the Institute may be more susceptible to recurring malpractice or a lack of methodological rigor, signaling a need for immediate qualitative verification by management to protect its integrity culture.
The institution's Z-score for self-citation is 1.198, substantially exceeding the national average of 0.520. This indicates a high exposure to practices of internal citation, making the institution more prone to this alert signal than its peers. While a certain level of self-citation is natural, this disproportionately high rate warns of a potential 'echo chamber' where the institution's work is validated without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution shows a Z-score of 0.558 in this indicator, a figure significantly lower than the national average of 1.099. This demonstrates a case of differentiated management, where the institution successfully moderates a risk that appears to be more common at the national level. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The Institute's lower score suggests that its researchers exercise greater caution and information literacy, effectively avoiding predatory or low-quality publication venues and thereby protecting the institution from the severe reputational risks associated with them.
With a Z-score of -1.344, the institution displays an exceptionally low rate of hyper-authored publications, well below the already low national average of -1.024. This demonstrates low-profile consistency, where the complete absence of risk signals is in perfect alignment with a secure national standard. This indicator is a strong positive signal of a healthy authorship culture. It confirms that the institution's research practices are free from the risks of author list inflation or the inclusion of 'honorary' authors, reflecting a commendable commitment to transparency and individual accountability in its scientific collaborations.
The institution's Z-score of -1.120 is significantly lower than the national average of -0.292, indicating a very low risk in this area. This result reflects low-profile consistency and an absence of risk signals that aligns with the national standard for research autonomy. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The Institute's strong negative score is a clear indicator of scientific sustainability and intellectual leadership, demonstrating that its high-impact research is driven by internal capabilities and not merely a result of strategic positioning in collaborations led by others.
The institution registers a Z-score of 0.527, marking a moderate deviation from the national average of -0.067. This shows a greater sensitivity to risk factors related to extreme productivity than its national peers. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. The divergence from the national norm suggests that a review of internal incentive structures is needed to ensure they prioritize the integrity of the scientific record over raw metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250. This represents a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security in this regard. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's negligible score demonstrates a robust commitment to external, independent peer review and global visibility for its research, confirming that internal channels are not being used as 'fast tracks' to inflate productivity without standard competitive validation.
With a Z-score of -0.009, the institution displays a low risk of redundant output, contrasting sharply with the medium-risk national average of 0.720. This demonstrates strong institutional resilience, as internal control mechanisms appear to be effectively mitigating a systemic risk prevalent in the country. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. The Institute's excellent performance here suggests a culture that values significant, coherent contributions over volume, thereby protecting the integrity of the scientific evidence base and avoiding an unnecessary burden on the peer review system.